{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 align=\"center\">Exploratory Analysis : Game of Thrones</h1> \n",
    "![Game of Thrones](https://upload.wikimedia.org/wikipedia/en/d/d8/Game_of_Thrones_title_card.jpg)\n",
    "\n",
    "One of the most popular television series of all time, Game of Thrones is a fantasy drama set in fictional continents of Westeros and Essos filled with multiple plots and a huge number of characters all battling for the Iron Throne! It is an adaptation of _Song of Ice and Fire_ novel series by **George R. R. Martin**.\n",
    "\n",
    "Being a popular series, it has caught the attention of many, and Data Scientists aren't to be excluded. This notebook presents **Exploratory Data Analysis (EDA)** on the _Kaggle_ dataset enhanced by _Myles O'Neill_ (more details: [click here](https://www.kaggle.com/mylesoneill/game-of-thrones)). This dataset is based on a combination of multiple datasets collected and contributed by multiple people. We utilize the ```battles.csv``` in this notebook. The original battles data was presented by _Chris Albon_, more details are on [github](https://github.com/chrisalbon/war_of_the_five_kings_dataset)\n",
    "\n",
    "---\n",
    "The image was taken from Game of Thrones, or from websites created and owned by HBO, the copyright of which is held by HBO. All trademarks and registered trademarks present in the image are proprietary to HBO, the inclusion of which implies no affiliation with the Game of Thrones. The use of such images is believed to fall under the fair dealing clause of copyright law."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from collections import Counter\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "# plotting\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Dataset\n",
    "\n",
    "In this step we load the ```battles.csv``` for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# load dataset\n",
    "battles_df = pd.read_csv('battles.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>year</th>\n",
       "      <th>battle_number</th>\n",
       "      <th>attacker_king</th>\n",
       "      <th>defender_king</th>\n",
       "      <th>attacker_1</th>\n",
       "      <th>attacker_2</th>\n",
       "      <th>attacker_3</th>\n",
       "      <th>attacker_4</th>\n",
       "      <th>defender_1</th>\n",
       "      <th>...</th>\n",
       "      <th>major_death</th>\n",
       "      <th>major_capture</th>\n",
       "      <th>attacker_size</th>\n",
       "      <th>defender_size</th>\n",
       "      <th>attacker_commander</th>\n",
       "      <th>defender_commander</th>\n",
       "      <th>summer</th>\n",
       "      <th>location</th>\n",
       "      <th>region</th>\n",
       "      <th>note</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Battle of the Golden Tooth</td>\n",
       "      <td>298</td>\n",
       "      <td>1</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tully</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>Jaime Lannister</td>\n",
       "      <td>Clement Piper, Vance</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Golden Tooth</td>\n",
       "      <td>The Westerlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Battle at the Mummer's Ford</td>\n",
       "      <td>298</td>\n",
       "      <td>2</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Baratheon</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Gregor Clegane</td>\n",
       "      <td>Beric Dondarrion</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mummer's Ford</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Battle of Riverrun</td>\n",
       "      <td>298</td>\n",
       "      <td>3</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tully</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Jaime Lannister, Andros Brax</td>\n",
       "      <td>Edmure Tully, Tytos Blackwood</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Riverrun</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Battle of the Green Fork</td>\n",
       "      <td>298</td>\n",
       "      <td>4</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Stark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>Roose Bolton, Wylis Manderly, Medger Cerwyn, H...</td>\n",
       "      <td>Tywin Lannister, Gregor Clegane, Kevan Lannist...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Green Fork</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Battle of the Whispering Wood</td>\n",
       "      <td>298</td>\n",
       "      <td>5</td>\n",
       "      <td>Robb Stark</td>\n",
       "      <td>Joffrey/Tommen Baratheon</td>\n",
       "      <td>Stark</td>\n",
       "      <td>Tully</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lannister</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1875.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>Robb Stark, Brynden Tully</td>\n",
       "      <td>Jaime Lannister</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Whispering Wood</td>\n",
       "      <td>The Riverlands</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            name  year  battle_number  \\\n",
       "0     Battle of the Golden Tooth   298              1   \n",
       "1    Battle at the Mummer's Ford   298              2   \n",
       "2             Battle of Riverrun   298              3   \n",
       "3       Battle of the Green Fork   298              4   \n",
       "4  Battle of the Whispering Wood   298              5   \n",
       "\n",
       "              attacker_king             defender_king attacker_1 attacker_2  \\\n",
       "0  Joffrey/Tommen Baratheon                Robb Stark  Lannister        NaN   \n",
       "1  Joffrey/Tommen Baratheon                Robb Stark  Lannister        NaN   \n",
       "2  Joffrey/Tommen Baratheon                Robb Stark  Lannister        NaN   \n",
       "3                Robb Stark  Joffrey/Tommen Baratheon      Stark        NaN   \n",
       "4                Robb Stark  Joffrey/Tommen Baratheon      Stark      Tully   \n",
       "\n",
       "  attacker_3 attacker_4 defender_1 ...  major_death  major_capture  \\\n",
       "0        NaN        NaN      Tully ...          1.0            0.0   \n",
       "1        NaN        NaN  Baratheon ...          1.0            0.0   \n",
       "2        NaN        NaN      Tully ...          0.0            1.0   \n",
       "3        NaN        NaN  Lannister ...          1.0            1.0   \n",
       "4        NaN        NaN  Lannister ...          1.0            1.0   \n",
       "\n",
       "   attacker_size defender_size  \\\n",
       "0        15000.0        4000.0   \n",
       "1            NaN         120.0   \n",
       "2        15000.0       10000.0   \n",
       "3        18000.0       20000.0   \n",
       "4         1875.0        6000.0   \n",
       "\n",
       "                                  attacker_commander  \\\n",
       "0                                    Jaime Lannister   \n",
       "1                                     Gregor Clegane   \n",
       "2                       Jaime Lannister, Andros Brax   \n",
       "3  Roose Bolton, Wylis Manderly, Medger Cerwyn, H...   \n",
       "4                          Robb Stark, Brynden Tully   \n",
       "\n",
       "                                  defender_commander  summer         location  \\\n",
       "0                               Clement Piper, Vance     1.0     Golden Tooth   \n",
       "1                                   Beric Dondarrion     1.0    Mummer's Ford   \n",
       "2                      Edmure Tully, Tytos Blackwood     1.0         Riverrun   \n",
       "3  Tywin Lannister, Gregor Clegane, Kevan Lannist...     1.0       Green Fork   \n",
       "4                                    Jaime Lannister     1.0  Whispering Wood   \n",
       "\n",
       "            region note  \n",
       "0  The Westerlands  NaN  \n",
       "1   The Riverlands  NaN  \n",
       "2   The Riverlands  NaN  \n",
       "3   The Riverlands  NaN  \n",
       "4   The Riverlands  NaN  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display sample rows\n",
    "display(battles_df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore raw properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of attributes available in the dataset = 25\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of attributes available in the dataset = {}\".format(battles_df.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                   object\n",
       "year                    int64\n",
       "battle_number           int64\n",
       "attacker_king          object\n",
       "defender_king          object\n",
       "attacker_1             object\n",
       "attacker_2             object\n",
       "attacker_3             object\n",
       "attacker_4             object\n",
       "defender_1             object\n",
       "defender_2             object\n",
       "defender_3            float64\n",
       "defender_4            float64\n",
       "attacker_outcome       object\n",
       "battle_type            object\n",
       "major_death           float64\n",
       "major_capture         float64\n",
       "attacker_size         float64\n",
       "defender_size         float64\n",
       "attacker_commander     object\n",
       "defender_commander     object\n",
       "summer                float64\n",
       "location               object\n",
       "region                 object\n",
       "note                   object\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View available columns and their data types\n",
    "battles_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 align=\"center\">Battles for the Iron Throne</h3> \n",
    "![Throne](https://res.cloudinary.com/beamly/image/upload/s--FJg3Gevq--/c_fill,g_face,q_70,w_479/f_jpg/v1/tvbuzz/sites/7/2015/02/GameofThronesIronThrone.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>battle_number</th>\n",
       "      <th>defender_3</th>\n",
       "      <th>defender_4</th>\n",
       "      <th>major_death</th>\n",
       "      <th>major_capture</th>\n",
       "      <th>attacker_size</th>\n",
       "      <th>defender_size</th>\n",
       "      <th>summer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>38.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>37.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>299.105263</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.351351</td>\n",
       "      <td>0.297297</td>\n",
       "      <td>9942.541667</td>\n",
       "      <td>6428.157895</td>\n",
       "      <td>0.702703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.689280</td>\n",
       "      <td>11.113055</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.483978</td>\n",
       "      <td>0.463373</td>\n",
       "      <td>20283.092065</td>\n",
       "      <td>6225.182106</td>\n",
       "      <td>0.463373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>298.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>299.000000</td>\n",
       "      <td>10.250000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1375.000000</td>\n",
       "      <td>1070.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>299.000000</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4000.000000</td>\n",
       "      <td>6000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>300.000000</td>\n",
       "      <td>28.750000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8250.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>300.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>100000.000000</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             year  battle_number  defender_3  defender_4  major_death  \\\n",
       "count   38.000000      38.000000         0.0         0.0    37.000000   \n",
       "mean   299.105263      19.500000         NaN         NaN     0.351351   \n",
       "std      0.689280      11.113055         NaN         NaN     0.483978   \n",
       "min    298.000000       1.000000         NaN         NaN     0.000000   \n",
       "25%    299.000000      10.250000         NaN         NaN     0.000000   \n",
       "50%    299.000000      19.500000         NaN         NaN     0.000000   \n",
       "75%    300.000000      28.750000         NaN         NaN     1.000000   \n",
       "max    300.000000      38.000000         NaN         NaN     1.000000   \n",
       "\n",
       "       major_capture  attacker_size  defender_size     summer  \n",
       "count      37.000000      24.000000      19.000000  37.000000  \n",
       "mean        0.297297    9942.541667    6428.157895   0.702703  \n",
       "std         0.463373   20283.092065    6225.182106   0.463373  \n",
       "min         0.000000      20.000000     100.000000   0.000000  \n",
       "25%         0.000000    1375.000000    1070.000000   0.000000  \n",
       "50%         0.000000    4000.000000    6000.000000   1.000000  \n",
       "75%         1.000000    8250.000000   10000.000000   1.000000  \n",
       "max         1.000000  100000.000000   20000.000000   1.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Analyze properties of numerical columns\n",
    "battles_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of Battles Fought\n",
    "This data is till **season 5** only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of battles fought=38\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of battles fought={}\".format(battles_df.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Battle Distribution Across Years\n",
    "The plot below shows that maximum bloodshed happened in the year 299 with a total of 20 battles fought!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204aeb250b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y='year',data=battles_df)\n",
    "plt.title('Battle Distribution over Years')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Which Regions saw most Battles?\n",
    "<img src=\"https://racefortheironthrone.files.wordpress.com/2016/11/riverlands-political-map.jpg?w=580&h=781\" alt=\"RiverLands\" style=\"width: 200px;\" align=\"left\"/> **Riverland**s seem to be the favorite battle ground followed by the famous **The North**. Interestingly, till season 5, there was only 1 battle beyond the wall. Spoiler Alert: Winter is Coming!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A68yZM+PMM8+MadOmxSGHHBJdu3aN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\nREREREREpMb/A/qwBVi9j1DgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x204ab2cb0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='region',data=battles_df)\n",
    "plt.title('Battles by Regions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Death or Capture of Main Characters by Region"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No prizes for guessing that Riverlands have seen some of the main characters being killed or captured. Though _The Reach_ has seen 2 battles, none of the major characters seemed to have fallen there."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J2xVV9+8i1I2f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\n2UV9r/hBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x204af9fa9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax1 = plt.subplots()\n",
    "ax2 = ax1.twinx()\n",
    "temp_df = battles_df.groupby('region').agg({'major_death':'sum',\n",
    "                                            'major_capture':'sum'}).reset_index()\n",
    "temp_df.loc[:,'dummy'] = 'dummy'\n",
    "sns.barplot(x=\"region\", y=\"major_death\", \n",
    "            hue='dummy', data=temp_df, \n",
    "            estimator = np.sum, ax = ax1, \n",
    "            hue_order=['dummy','other'])\n",
    "\n",
    "sns.barplot(x=\"region\", y=\"major_capture\", \n",
    "            data=temp_df, hue='dummy',\n",
    "            estimator = np.sum, ax = ax2, \n",
    "            hue_order=['other','dummy'])\n",
    "\n",
    "ax1.legend_.remove()\n",
    "ax2.legend_.remove()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Who Attacked the most?\n",
    "The Baratheon boys love attacking as they lead the pack with 38% while Rob Stark has been the attacker in close second with 27.8% of the battles.\n",
    "\n",
    "<img src=\"http://vignette3.wikia.nocookie.net/gameofthrones/images/4/4c/JoffreyBaratheon-Profile.PNG/revision/latest?cb=20160626094917\" alt=\"joffrey\" style=\"width: 200px;\" align=\"left\"/>  <img src=\"https://meninblazers.com/.image/t_share/MTMwMDE5NTU4NTI5NDk1MDEw/tumblr_mkzsdafejy1r2xls3o1_400.png\" alt=\"robb\" style=\"width: 200px; height: 200px\" align=\"right\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x204aef5a4a8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y2C6DEPIIFKiIUVGrNfjzgZtIu0cPOSbkQUd/ycU3NJktIUaLAhUxKh9/l45b\nWdVsl0GIUTp8PhtnrxWwXQYhxAAKVMRofPNzDn5OKma7DEKM2men7uA2TSFCiNGhQEWMwq+3inD4\nfDbbZRBi9DQaBn85eBMlVWK2SyGEPIACFWHdneocfFvxObxHa9guhZBBQdqmwo5/JaFZIme7FELI\nf1GgIqyqaKnGh9c/Q72sAc2ulxA4oY3tkggZFKobWvF//74BpUrNdimEEFCgIiySKlqx58rHkCpa\nAQAKtRIFJpcROqMeXA49YpKQrmQVNeCjY6lsl0EIAT0cmbCEYRjsufYJblcYfrTGaOuxKEgYDVkr\nZ4ArI49Do1ahPvdntJSnQK2UQeDoC+fAJ2Fm6QgAUCtlqL17BtKaLIBhIHAWwjkgBiZ8q0e0qUR9\nzs9oqUiDRi2Hhb0PXIIWwVTgoN1G1liCuqyzaGsqBc/MCjZeE+EonAMOZ3j9rfjcfD/EzhGxXQYh\nw9rw+q1DjMbJrPMPDVMAUNByD64RKXB1o3FVg0Ht3R/QXHIDjsK58AhbBbWyFWWJn0GjVgAAqlKP\nQFqTBWf/hXAJXoq2xhJUJv8Hj/p7ri7rRzQVJ8Bh7Cy4hayASt6CssTPoVErAQBKWRPKk9q/dp+w\nEs4B/4OWilRUp387IOdsTL4+l434tAq2yyBkWKNARQbcneocHL1zusvtqltroPa9BmGAcgCqIo9L\nrZShueQmnP3nw9Y7HJYuIrhPWAmVrBHSmlyolTJIq7Pg5DcfNiMmwNo9CC7BT0HWUASF5OG3/4vL\nb8N+dBTsRk6Blas/3EOfgbK1HrL6fABAU+E1gMPDiEkvwsotCNYe4+EZ/gLEpcmQiysH6vSNAsMA\n+4/eRkWthO1SCBm2KFCRAdUga8L+xC+hYbrX8yRVtqLc+hLGT23p58rI4+LyzOAd+TKs3Mdrl3E4\nJgAARqMCo1G1b2dirl3PMxUAADRKmcE2GYYBo1aBa8K/v49Z+z7qjjF3khpY2HtrlwOAmZULeGYC\nSGtz++LUBhWZXI09B2/RIHVCWEKBigwYtUaNfde/QHNbz+bP0TAa5KriMT66HKamNOTP2HC4PJjb\njgDP1BwMo4FCUoOqtGPg8W1g6SKCCd8alq6BaMi7CIWkFkpZM+pyzsFU4ABzuxGG2+RwYDtyEpqK\nrqOtuRxqhRS1d8+Aa2oBgbMQAMDjW0Mpa9LZT62UQa2UQdVp+XBRUN6ML09nsl0GIcOSCdsFkOHj\n6J3TyK6pLmoIAAAgAElEQVTLf+z9cyUZ8JnehLqUADQ20mB1Y1R790z7pThw4BYSC56pBQDAOWAh\nypM+R9HlvwIAuKYW8JqyERzuw38FOY6dDVlDIUqu7gcAcLgm8IxYqx3IbuMZCnHpTdRknobDmJlg\n1ErUZJ4Ch8PVjt0ajs5cK8S4Mc6YEuzOdimEDCt0lx8ZENm1+dh+6cNHDkLuLju+LUzLJ6GkgDpY\njU1bczk0ShlaKtPRXJwE9wnPwsLBB8VX98PE3AaOY+cAHC4aC+KglDbAa9rLMLWw1WtHo1ai5Op+\nMBo1nPzmgWsqQHNJElrr8uA1ZQP4Nu1hoak4AbV3z4JRK8Dh8mA/egZa6/NhbusJl6DFA336RsNa\nYIZ/vDELDjbmXW9MCOkTFKhIv2tTyfHG+f9DtaS2z9o05ZrCWzkNd5LpA8NYlSV+Do1KDktXfzTk\nXcLo2W+BZ2YJANCoFSi69FdYuQfDJfBJvX3FZbdRlXoEI2e8Dr61KwCAYTQoufYRTMzt4Bn+vHZb\nRqOGQloHE3Mb8EwtUHBhF2y8wuAkmjcwJ2qkJohc8N76yeBwqDeXkIFAf+KTfncw9bs+DVMAoNQo\nkc+7jNCZdTQJKMtUbS1oLr2pnc6gA9/GHSp5C1SyJpgKHLVhCmgfyM63cX/oXX6qtiZwTcy1YQoA\nOBwuzO1GaveRt1SjpSIdHC4PfGtX8EwtoFZIoWprBt+aLnfdzqnB2fhCtssgZNigQEX6VWplJn7J\nv9pv7We33oJ/dD4EAgpVbFErW1GddhySqvuDoRlGg9b6fPCtXWFq6QSltA4q+f1b+jVqJeTiKpha\n2Bts01TgBI2qDXJx1QNtMpA3l8JU0L6PvLkcVanfaO/6A4Cm4kRweCYQOPn29WkOSv8+cxel1XSH\nLCEDgffee++9x3YRZGiSKKT4vysfoU3Vvw9wbVQ0wMVHDAu5GyQSurwx0Ez4VmhrroC4JAk8M0uo\n5RLUZf+EtsYiuI6PhaXTWIjLkiGpzgTPzArK1nrUZv4AhbQWbiHLwTOzhEatQltzKQCAZ2oOM0sn\nSKruoqX8NnhmllDJW1Cfcx6tdXlwDV4KU4EDTCzs0Vx6C7LGIvD41pBUZaA++zwchXNg6UKzhgOA\nWsOgoLwZcyK86dIfIf2MxlCRfvNx0n9wuShhwI4nMLWAY9NU5GaaDtgxSTuNSoG6nPOQVKZDrZDC\n3G4EnPwWwMLBBwCgkNaj9u4ZyOrzAA4P5nZecPb/H/Bt3AAAytYGFF78MxzGzoGTaC4AQCWX6Dyu\nhm/jDie/38DCYZT2uHJxBWrunEJbczlM+Naw85kG+9GRA37+xu4Py0PwxKSRbJdByJBGgYr0i6za\ne3jv4l4wGNi3F5fDxRjeZKRdtxnQ4xJizGwszfDp1tmwFpixXQohQxaNoSJ9Tq1R44vkIwMepoCO\nSUCvY3x0GcxoElBCAABiqQIHzt5luwxChjQKVKTP/Zh7CaXN7D6oNVdyByOnZ8LegUIVIQDwS1Ix\ncoob2C6DkCGLAhXpUw2tTTieeYbtMgAAZZIy8AMTMNKXnm1GiIYBPjmRDo2G/sggpD9QoCJ96qvU\n4/1+V19PNMvFaHS+jKCJhh/CS8hwkl/WjB+v09xUhPQHClSkz9ypzkFi6W22y9Cj1CiRz41D6Mxa\ncOkdT4a5Qz9lobGlje0yCBly6OOF9Jmv079nu4RHym5Nht+sPAgsu96WkKFK2qbCV2dogDohfY0C\nFekTiaW3kd9QzHYZXSpsyYNTeDLcPGgcCRm+LieXoqRKzHYZhAwpFKhIr6k1anyTcYrtMrqttrUW\nCp8rEAYpu96YkCFIwwDf/JzDdhmEDCkUqEivXSq8jsoWww+5NVYylQxlgosImUZ/pZPhKT69AsWV\n9P4npK9QoCK9olApcDzzLNtlPBYGDHKU1zEuupQmASXDDsMAh3/OZrsMQoYMClSkV366dxmNsma2\ny+iVe5JMeEdmwt6RQhUZXhIyKlFYMbh/fgkxFhSoyGNTqJU4k3OB7TL6RLm0DPyABPiMoUlAyfDB\nMMDh89RLRUhfoEBFHtvlwgQ0y1vYLqPPNMvFaHC6hOBwmgSUDB+Jd6qQX9bEdhmEDHoUqMhj0Wg0\nOD1EeqcepNSokMeJQwhNAkqGEbrjj5Deo48M8lgSy26jWlLLdhn9Jqc1GX6z7sHSksZVkaEvKZN6\nqQjpLQpU5LGcyvqZ7RL6XWFLPhwnJsPdU8N2KYT0uzPX6Bl/hPQGBSrSY+lVWShsKmW7jAFRK6uD\nfOQViGgSUDLEXUkth6RVwXYZhAxaFKhIj53Nvch2CQNKpmpDqeAiQiLp9nIydCmUaly4OTz+UCKk\nP1CgIj1SJ21AalUm22UMOAYMchQJ7ZOAmrFdDSH941xCIRiGxg0S8jgoUJEe+bUgflj/wr0nyYT3\ntAw40CSgZAgqr5Ui/V4d22UQMihRoCLdptFocKnwOttlsK5cWg7TgOsYRZOAkiHo7HUanE7I46BA\nRbrtdmUGGmR0azUAiOUtqKNJQMkQdCOzCvXN9L4mpKcoUJFu+yX/GtslGBXVfycBDZ1ZQ5OAkiFD\nrWFwPrGY7TIIGXToY4B0S13r8ByM3h3ZrbchmpULK2saV0WGhvOJxVBr6P1MSE9QoCLdcr3k1rAe\njN6VopYC2E+4BfcR9BqRwa9B3IY7+TQ4nZCeoEBFuiWh5DbbJRi9Olk92rwvwy+YJgElg9/19Aq2\nSyBkUKFARbpUI6lDfiONqeiONpUcJRYXERJJg/fJ4JZ4p5J6pQnpAQpUpEvXS5PZLmFQaZ8ENBHj\nZpfQJKBk0GoQy5FV1MB2GYQMGhSoSJcSKFA9lnstd+E1LR0OTvRXPhmcEjIq2S6BkEGDAhV5pCpJ\nLQob6flej6tCWgETv3iMGkuTgJLB5zoFKkK6jQIVeaTEUhqM3lstCgnqHC9hXEQr26UQ0iM1Da3I\nK6XxgIR0BwUq8kgplXfYLmFIUGlUuIcrCJlVDR6XLgGSweN6Bt3tR0h3UKAiD9WqkCG3roDtMoaU\nHGkKhDQJKBlEaPoEQrqHAhV5qPTqLKgZDdtlDDlFLYWwm3ALHl702hLjV14rRUWthO0yCDF6FKjI\nQ6VW3WW7hCGrXlYPmVcc/MYp2C6FkC7dKahnuwRCjB4FKvJQGdXZbJcwpLWp5Cgxv4SQ6TTolxi3\nTApUhHSJAhUxqEpSi1op/RLtbwwY5MgTETy7GHw+29UQYhgFKkK6RoGKGJRZncN2CcNKXksWPKem\nwdGZBqsT41Pd0Ir6ZhnbZRBi1ChQEYPu1ReyXcKwUymtBE8Uj9FjVWyXQoieO/nUS0XIo1CgIgbd\nayhiu4RhqUUhQY3DJYybJGW7FEJ0ZBZSoCLkUShQET0yZRvKxPTICbaoGTXuMVdpElBiVO7SOCpC\nHokCFdGT31AEhqEPcrblSFMwdlYurKzZroQQoKS6BS2tNM0HIQ9DgYrouVdfxHYJ5L+KWwphN+EG\nPL1pElDCLoahXipCHoUCFdFD46eMS72sAa0j4uA/nnoHCLsKypvZLoEQo0WBiugpaChmuwTSSZtK\njmL+JYRObwKHQ5djCTtKa+gRNIQ8DAUqoqNVKUODjGbuNkYMGGTLExEUXQJzcwpVZOCV1bSwXQIh\nRosCFdFRLq5iuwTShbyWLHhMSYcTTQJKBlh5rRQaDb3vCDGEAhXRQYFqcKiUVoIrisdoIU0CSgaO\nQqlGTWMr22UQYpQoUBEdFKgGjxaFBDX2NAkoGVhlNI6KEIMoUBEd5S3VbJdAeuD+JKBVMOHRpRjS\n/0qraRwVIYZQoCI6KqiHalDKkaZizIwcWNtQqCL9i3qoCDGMAhXR0mg0qJbUsl0GeUzFkiLYhNyk\nSUBJv6IeKkIMo0BFtJrkYqgZ+jAezBraGiD1vIyAEDnbpZAhinqoCDGMAhXRapLRLMhDgVytQJHZ\nZYROb6BJQEmfa2lVQKmiP7wI6YwCFdFqoEA1ZLRPAnoDQdHFNAko6XNiKfWAEtIZBSqi1UiBasjJ\na8mGx5Q0OLlQqCJ9Ryyl50oS0hkFKqLV2EaPnBmKKqVV4AivwVdEk4CSvkGBihB9FKiIFl3yG7ok\nCimq7S5i3GQaUEx6TyyhQEVIZxSoiFZzm5jtEkg/UjMa3NNcQ0h0JU0CSnqFxlARoo8CFdGSKdvY\nLoEMgBxJGnxnZMPGlkIVeTx0yY8QfRSoiJZcRb8kh4sSSTGsx9/AiJF0+zvpuWYKVITooUBFtNpU\n1I0/nDS0NaLF4zICQun7TnqGeqgI0UeBimi1qemDdbhRqBUoNL2E0CiaBJR0XwsFKkL0UKAiWnTJ\nb/jKbruBwOgiWFhQqCJdU6jUbJdAiNGhQEW06JLf8JbfkgO3SWlwcaVQRR5No6H3CCGdUaAiAACN\nRgOVhiZ+HO6qWqvAjLmGMX70XiAPp6ZARYgeClSkHYftAoixkCilqLK9iPE0CSh5CA1DgYqQzkzY\nLoAYBy6HsjW5T81okMtcQ0RUKFT5QoBDiZvc52hnwXYJhBgdClREi8PhgKG/PMkDpuVWok1jhVs1\n1myXQoyIOU1fRoge6pYgWtRLRR4UpHIA//od2F7/DoGebFdDjAmHSz2WhHRGn6BEiwIVedC8VDmg\nae+KcL36H/h48FmuiBgLDl0CJkQPfYISLQpUpMPCFneocgu1X3M0Goy+eQguzuYsVkWMBZdHgYqQ\nzugTlGjxKFARAJaMKUTxJXrLOTIpAnJOwtrGjIWqiDHhm9PwW0I6o09QomVhQr0PBFhZ6QxVQ6PB\ndbyGKkyovwo+nzfAVRFjwuebsl0CIUaH/swgWpZmAtTLDH+QskWj0qD2WjEaUqugapHDzFEA16iR\nsAtyRdXFAlRfLjK4n6WPHcasnaC3vCGlEqXfZxncx8zOHP6bpwIAlGI5yn/KhaSgERwTLmwDXOD+\nhC94ZkM7SIxV28Ly2h086l5Pk+IshAc54jp3LM2YPUyZW9BHByGd0U8F0bI0E7Bdgp6qC/mov1UB\nt+hRMHe1gjinDsXHMsHhceEQ5gHrsY4620uLm1H5cx4cJrgbbM9G6Igx68N0likaZCg5cVe7D6Nh\nUPh1GtQKNbwW+0OjUKPi3D2oZUqMfDqwf07USMTcYaBWdT1LOv/ONUyc4ogbtfYDUBUxNmZ8+ugg\npDP6qSBaVkYWqDQqDepulMN9zmg4T/UGAFj7OkBeL0NtQinGrJ0AM9v7lyk1CjVKvs2E3ThXOIQY\nDlQmlmYwsbw/BohhGFScuwdLb1u4RPkAANpqJJBVSuD7QiisRrcHBo1SjbLTORjxpN+Q7aWa2+oG\ndWZ6t7e3TjiF4BmrkVFOIweGG745XfIjpDP6TUi0jK2HSiNXwWGCO2yETjrL+U4CKJva9LavTSiF\nSqqEx7wx3T5GU3o1WsvE8Fwg1M6to1G2TxXANb8fnHgWpgADaNqG5jPuzGGC4PiKHu/nfOUgfD1p\nkPpwY06D0gnRQ4GKaFmZGlegMrE0w4iFIvCd7tfFaBi05NXrLAMAdZsKNdeK4TzVC6bW3ZsvidEw\nqLpYAPvxbrBwvz8TuMDTBhYe1qi6UAClWA55fSuq44og8LaFqc3QnItpRZULVLV1Pd6PwzAYmfAf\nuLvQDQ3DibmAeqgI6YwCFdGy4luyXUKXquOKIK9t1V4C7NCQWglGzcBp0ohutyXOrYOisQ3O03Tb\n4nA5GBEjQmu5GHc/iEf2/kSo21TwWR7UJ+dgbEaqrWF/7e5j789RtMHv7newtR2aYZPos7GlZ/kR\n0hkFKqLlYGHHdgmPVJtYiupLhXCO9Ib1GAeddQ23KmAX7KIzPqorDbcqYOljBwtXK53lsmoJ8v+d\nAgsPa4xaNR4jVwSBxzdBwcE0qOVD75LfUzmm0CgUvWqD21SL0JqLdClomLCxox5JQjqjQEW0nAQO\nXW/EkqqLBaj48R4cIzzh/oSvzjp5gwxtNVLYBbl2uz21Qo2WgkbYBevvU5dQCp6FCUatHAebsY6w\nC3DB6NXjIW9oRcPtyl6fizGZ0eYKJjW7T9rild5DuCaTZtEeBmzsqIeKkM4oUPUDhhmcc/O4WDp2\nvRELys7koPpyEZwjvTFioUjvOWItefXg8nmwHt39W/ilRY1gVBrY+jvrrVM0y2Hhbg2u6f1B6abW\nfPDtLSCvlT7+iRgZU3ARnljTp22a3U1AuG3ftkmMi4XAFKamQ/NOV0J6o8tAlZSUBJFI9ND/AgMD\nMWXKFDz33HM4ceJEn4SJVatWQSQS4cqVK93avqPG5cuX9/rYHcRiMT7++GMsW7YMERERCAoKQmRk\nJNavX4/jx49DZWCuHoZhcPLkSfzxj3/sszoMKSsrg0gkwrRp0/q0XUeBvdE9z686rgj1N8rhFj0K\nHnMN373XWt4CgYc1OLzu195a3gIze3OYWulfIuQ7WkBW0QKNSqNdppIqoGiUwXQIXeqIrXWDsqK6\nz9u1unEW4z2G3qVR0s6WeqcIMajbAx4EAgFmz56tt1wsFiMvLw83b97EzZs3kZqaih07dvRpkQMt\nOzsba9asQUNDAzw8PBAWFgZTU1PU1NQgISEBV65cwcGDB/HVV1/BweH+ZbL4+Hhs2bIFERERLFb/\n+HhcHuwtbFHfahyzpSua2lB9uRACL1tY+TpAWtqsXcfhcSHwaL8zT14jhYWHtcE2NCoNZJUtMLXh\n68xZ1VYrBd/R8F2NzlO80JhWhcKv0+A8xRsalRo1ccXg8k3gGObRh2fIHg+NJZyvZUPT9aaPxenK\nIYydsR73ypX9dATCFrrcR4hh3Q5U9vb2+OCDDwyu02g0+Oqrr7Bnzx4cPXoUS5YsQUhISJ8VOZDU\najU2bdqEhoYGvPPOO1i1apXO+qqqKmzevBnJycnYunUrPvvsM+06jaa/Pp4Gjoulo9EEKvG9ejBq\nBq2lzcj7PFlnnYmVGQLfjAQAqFoV4D1kMLSqRY68z5PhOtMHbtGjtcvVUgVMDPROAQDfUQDfNRNQ\n+XMeio5mgMc3geVIO/g8E9yjQe/GbOk9C2hk+nN59SWv+AOQTlqLiur+PQ4ZWLb2FKgIMaRPbsnh\ncrlYu3Ytzp49izt37uDSpUuDNlAlJyejpKQEoaGhemEKANzc3LB//37MmDEDcXFxqKyshLu74Vm5\nByNngSOykMd2GQAAp3BPOIV7drmd/2tTH7rOzN4C43dE6y33XaP/nL8HCTys4ftCaNdFDkJTFC7g\nJt/p9+NwVAqIMo5CJlqOxkZ5vx+PDAwnV8O9wYQMd306YMbTs/3Dr7FRv4cjPT0dr7zyCqZNm4ag\noCBERUVhy5YtyM/Pf2h7Go0GX3zxBebOnYvg4GA88cQT2Lt3LyQSyUP3ycvLw4YNGzBhwgSEhYVh\n3bp1SExM7PY51NV1Pbmhs7Mznn/+eSxbtkw7lmrr1q1Yv349AODGjRsQiUQ6gUytVuPEiRNYu3Yt\nJk+ejMDAQEycOBErVqzAkSNH9MaedYwjy83Nxbp16xAcHIypU6fi+PHjD62rqakJTz75JEQiEbZs\n2fJYPWYeNt2/U44MPjyGg2lJA9cDyRU3Ynz5L7Cgh+kOGS5uFKgIMaTPfstJJBLcvHkTACASiXTW\nHTt2DO+99x7UajWCgoIwceJEFBQU4OTJkzh37hz27duHWbNm6bX5l7/8Bfn5+QgJCYFIJMKtW7fw\n6aef4uLFizh8+DCsrXV/sCsrK7FixQrweDxMnToV9fX1uHbtGuLj47Fz504sW7asy/Pw8/MDAKSk\npGDv3r1Ys2YN7Oz052fasmWLztehoaGorKxEYmIiHB0dMXXqVPj6tt/ezzAMNm3ahF9//RVWVlYI\nDQ2FhYUFioqKkJKSgpSUFJSUlODNN9/UO84f/vAHiMVizJgxA3fv3kVAQIDBuiUSCdatW4ecnBws\nXrwYu3fvBpfb87zsZTs0xggRw55ucoeyNHVAj8mrKMBEawdcNxkHtWrwXxYf7pwpUBFiUK8ClUaj\nQUtLC+7evYu9e/eioaEBI0aMwOLFi7XbZGdnY/v27TAxMcFHH32kM7D96NGj2L59OzZv3oyffvoJ\nbm5uOu0XFBRg7969WLBgAYD20LBx40bcuHED+/btw7vvvquzfU1NDSZMmIB//vOfsLGxAQBcuHAB\nf/jDH/D+++9j+vTpesfobPTo0YiNjcXRo0fx6aef4osvvkBoaCgmTpyIiRMnIiwsDBYW+mMIYmNj\n4e7ujsTERPj6+uqMN/vll1/w66+/ws/PD4cOHdIJgt999x22bduGb775Bq+99hpMTXUf6SCRSHDm\nzBk4ODhAo9GAy+WirKxMZ5vW1lasX78ed+7c6VWYAgAvm6Fz+ZLocmIs4HnlHtQsHNss5xYiJjoi\nodkdGJyzihAAltZ8CIbIOEJC+lq3P3XLy8v1pkzw9/dHREQEXnjhBaSlpSEiIgIHDhyApeX9R5gc\nOHAAGo0Ga9eu1btLMDY2FosWLUJraysOHz6sd8wFCxZowxQAWFlZYc+ePeByuThx4gTa2nQHu3K5\nXOzcuVMbpgBgzpw5WLJkCdra2vDtt99261y3b9+O119/HVZWVlCpVLh58yY++eQTrFu3DuHh4Vi/\nfj1u3LjRrbYAQKVSYfbs2XjjjTf0etWWLFkCc3NztLa2GrxUGhMTo72T0FBIksvl2LhxI27fvt3r\nMAUALlZO4JvQI0SGotgCa6il7M2jJbh1HqFuNJZqMKPLfYQ8XLc/eQUCAWJiYhATE4OFCxciIiJC\nO8Hi/Pnz8eOPP+LgwYMYMUL3WWodlwHnz59vsN2FCxcCgMGAsmjRIr1lHh4e8Pf3R2trKzIyMnTW\nBQYGYswY/bmKoqOjH3oMQ3g8Hl566SVcu3YNH330EWJjYzF6dPsdYkqlEleuXMGqVavw4Ycfdqu9\nBQsW4OOPP0ZkZKR2mUKhQHZ2No4fP659HZVK/VvMOy5BGqJSqbBp0yYkJibC09Oz12EKALgcLkba\ndj0QnAwuE5ROMLmZyXYZcLj6DUSeNJ5qsKLLfYQ8XK+mTUhNTcVLL72En376CT4+Pnj11Vf19qup\naZ81uWPAemcdAaxjO0PrOnN3d0dmZiaqq6u7tb2HR/u4oM7bd8XCwgJz587F3LlzAUA7Juvrr79G\nWloaPvvsM4SEhBicn6sziUSCb7/9FnFxccjPz0dNTY12IHpHoDI0Kaqh8VsdmpqaEBcXBxMTE5SX\nl+OHH37Qudz6uHzsRyC3vqDX7RDjwGGAWckSqDTGca3NM/4AWievQ2kVTacw2FAPFSEP16vujJCQ\nEHz44YfgcDj45JNPcPTo0R630XEnWuexQwBgZvboa/UmJrp5kM9/9KUqQ8foLC8vDwkJCVAYeFis\no6MjFi1ahCNHjmDevHkAgB9++KHLNvPz8zFv3jzs3r0bd+/exdixY7F69Wrs2rULFy5c0JkctLPO\nj1npLCYmBvv37wcA7N69G/X19V3W05VRdl69boMYj6fEHlAVlLBdhhZHpcSY1G/g6DB0Zp0fLkb4\nGO/zPglhW6/73qdPn45nn30Whw4dwq5duxAREYFRo0Zp17u4uKC0tBRlZWXw9/fX27+0tBQA4OTk\npLeuuroaXl76H+4dg7I7ep4e3N6Qju27M1/Uyy+/jKKiIhw6dAjh4eEGt+FyuViyZAnOnz+P5uZm\ng9s8aOfOnairq8Pq1auxZcsWnSDIMAxaWlq6bMMQOzs77NmzBzweD/PmzcP58+exY8cObcB6XGMd\nR3W9ERkUbBk+fK4VsDIQ/VG4kmYEF/+Em25zIZUax2zqpVV3cCPjOyx9Yrt2WausGcl3T6Gq7h44\nHC5GeoQg1G8BTB4xzlCtViIt5zyKK1KhUsvhbO+DiUGLYSW4/6zMusYSpGSdQX1TCfhmVvD1CkeQ\n8Amje/TTg8wtTOHsasV2GYQYrT756d28eTM8PT3R1taGP/3pTzrrOkLJuXPnDO579uxZADD4uJar\nV6/qLSssLEROTg5sbGz0xhelpaVBLBbr7dNx7EmTJnV5LhMmtE/4ePDgwUduV1hYCAAYO3asdtnD\nepNu374NAPjd736n16uWmJio7Q3r6XMQTUxMwOO1P6T07bffhpWVFc6dO4cLFy70qJ3OvGw9YGVm\n2fWGxOg9U2oPdbP+z4Qx4FUXI0x6Cyam7IeIusZiJKQe0Vmm1qhw+ea/0CKtw5TxKzAxcDFKKzOQ\nkPbonviUrLO4V5yAwLHRmBqyEjJ5Cy4mfg6Vuj04SmVN+DXpn1CpFZg24TlMCFiIoooUJKU/fI45\nY+A50q7LHnNChrM++U1maWmJt99+G0D7wO8TJ05o161evRo8Hg9ffvklLl68qLPfsWPHcPr0aQgE\nAixZskSv3S+//BJJSUnarxsbG/Hmm2+CYRisWrVK75Jga2srtm7dCrn8/p1EJ0+exJkzZ2BnZ4el\nS5d2eS4vvvgiLCwscP78ebz11lsGL6H9/PPP+Oijj8Dn83Um7zQ3b7+E0bnXyt7eHgD0zj8zMxPb\ntm3Tfv1g3T3l6uqKzZs3AwDee+89g8GyuzgcDvycfB97f2IcglQO4F/v/xnRe8M0LwURFiVg63Na\no1Eju+AKLiR8ohcWqmrvoVFcgelhqzHCLRA+nqEI8V+AksoMyBWtD22zsDwZ/qOjIBw5FZ6u/pgW\n+ixaWutQXd/+BIKcwqvgcXiInvQSvNyCMNIjBDPD16Kg9BYaxRX9er694UWX+wh5pD673Wb27NmI\njo7GxYsXsWfPHsycORMODg7w9/fHO++8g507d2Ljxo0ICgqCl5cX8vPzkZubCwsLC+zZs8fgpb3A\nwEC88MILmDhxImxtbZGUlASxWIzIyEhs3LhRb3s/Pz9cv34dc+bMQWhoKCoqKpCRkQE+n48PPvhA\nG2wexdfXF//4xz/w+uuv48SJEzh16hSCg4Ph6uoKhUKBrKwsVFVVwcrKCvv374e3t7d2X29vb3C5\nXCaMToAAACAASURBVOTk5OD555+HSCTCtm3bsHbtWuzatQvbtm3D8ePH4eLigvLycty5cwcCgQCe\nnp4oLy9HfX29wbsUu+uZZ57BDz/8gNTUVOzevRu7d+9+7Lb8nMfgVkX6Y+9P2DcvVQ7VIHi+pMXt\nCwiNXI7bVYYfVt2fahsKkZ77M0L8FkChlOFeyf2nKrg4jsa8aZtgbXl/OAKXwwPAQKNRGWyPYRio\n1SqYPnBJkG/Wfl4KhQwA0CypgaO9t3Y5ANhYuYBvJkBVbS7sbYxzcl0KVIQ8Wp/2tb/77rsQCARo\namrCX/7yF+3ylStX4vDhw5g7dy4qKipw4cIFSKVSxMbG4vvvv9feRdfZ+++/jw0bNqC0tBSXL1+G\nk5MT3nzzTXz66acGB5iPHTsWBw8exKhRo3DlyhUUFxfjiSeewPHjxzF9+vRun0dkZCTOnz+PV199\nFRMmTEB5eTkuXbqEmzdvwtbWFi+99BJ+/PFHvdndXV1dsXPnTnh6eiI5ORmXLl0CADz//PPYu3cv\nxo8fj/z8fFy8eBFNTU1Yvnw5Tp06heXLlwMwfImzJ7hcLnbs2AETExOcOHEC8fHxj92Wv/PjBzvC\nvoUSD6hyC9kuo9vsrx2Dv+fAX/qztXbFoui34Dc6Sm+dqQkfTvYjAbSPi6qpL0Bazjl4uPjDwtxG\nb3ugvXd37MjJyCmKR0NzOdoUUiTf/QFmphZwd24fHmDBt0arTLcXW6GUQaGUQSpr6uMz7BscLgee\n3g+/45gQAnCYng7cIcOCWqPGC9+/DrmKJmIcbCwZU2w43wpVw8A9s68vMFwe8qe9iOJKdt5z6Tnn\nca8kUWdQeocfr/wNjeIK8E0FmD1lI+wf8USBNoUUl5I+R0Nz+80wXK4JZkW8CDen9j9Squry8Gvi\np/AbFYWAMbOgVitxK/MkKmtzMcpzAiaPX94/J9gLHl62ePFV/dBJCLmP/dGgxCjxuDwI6W6/QWll\nhdOgC1MAwNGo4Zt8GM6OxjedQljAk5gV8SJsrd1wIeFjtEgNP0RdpVbil+v/DwqlDNMmPIfoSS9h\nhGsAriYf0I6PcnMag/DgJcgrScSJX/4Xpy/vgZ21OxxsR4DH63pqFzb4ilzYLoEQo0eBijzUeDfD\nD2Imxmus2haW8ezPiP64OK0tCMw/DSsr43penKvTGHi4+GFmxFoAQF6J4aculFamQyypwczwtfDx\nCIG7sxCRE56DlcAR6Tk/a7cTjpyKZfN2YuGMN7D0ifcQ4jcfrbImmJnqPyfUGIzxp0BFSFcoUJGH\nCvMIZrsE0kMxdxgwKsMDpgcLXl05wv5/e3ceF1XdNn78Mwur7LuAKyouIIIsLuS+p2lKmvWYuVW2\nulSWWWbbfff8evI277TNFk1LLbWsFNMUlTSBcM8NFRVBEGQHWWZ+f3AztxOLIMsZ8Hq/XryKM2fO\nuc6Zcebiu1zf7AOYm2sUjeNGdjKJVw8bbTPTWmJj7Uzhzcpn0eYVZmKmtcTe1t2wTaVS4+LQmuzc\nsjp5WTkpXLp6BLVag72tO+ZmVtwsyqOgMAtHW9NbnNzK2gzv1ref0CPE3U4SKlElLzsPPGxclQ5D\n1NCwfA9KT5xTOox6oT1/jBCzBFRq5eoepWVcIDp+Hfm3DBQvKMwmK/eaUcJ0KztrF4pLCsnMTjZs\n0+v1pGddpoV12Sy5jKyrRB9eZ1R64UziAdQaLe4upjcZxMfXTdHXQYimQhIqUa2ent2VDkHUgCVa\n/KNNt4bRnbA8sodgl9uvRNBQ2noFYm1pT1Tsl1y5doJLV4+w649PsDS3oUPrXgCUlpZw/UaiIeny\n9vDDwbYlUbFfcjEpnuS000THryUjK4luPmWzgr3du2Jh1oLo+LUkp53hZMJujp2OxK/DYCxMsKBu\nh87yR5UQNSEJlaiWdPs1DZOvuVGSVvlA6abM7vdNdKt8XfUGZ25mxZDes2lh5ciBw+s5eHQj9jZu\nDOvzlGGsU8HNbCKjl3PuUlkBYrVaw+Bej+Pq2JaY45vYF7eG/MIshvSebWh9MjOzZGDYTEpKi9gb\n+yXnEv8gqOt9+HUcosyFVkOlAp/OMn5KiJqQsgmiWqW6UmZseYH84gKlQxFVaFNqy/jNl9FVsqB3\nc6BXq7kQPosLV6WER2PzbuvI9GfClQ5DiCZBWqhEtTRqDT1adlM6DFGN+09pm20yBaDS6Wh3aA3u\nrqZXTqG58wtUqHlQiCZIEipxW+Gtg5UOQVShf6E7+iOnlQ6jwakK8+l6ejN2dqZVTqE5U6lVdA0w\nzWVwhDBFklCJ2+rR0g9bExwse7czQ03IwVSlw2g06oxrBKbvw8JC2XIKd4t2HZyxsbW4/Y5CCEAS\nKlEDWrWG3q17Kh2G+JtJaR4UX72mdBiNSpv4FyGq06hlGn+Dk+4+IWpHEipRI/3ahCkdgriFp64F\nrvtPKR2GIiyO7yfYKV3pMJo1jVZNZ3/TKzIqhCmThErUSCeX9lLk04REnLVCV1CodBiKsT34I/5e\nOqXDaLY6dHbD0so01xUUwlRJQiVqLLxNqNIhCKB3kRuquJNKh6E4171r8PGSQeoNoUdIK6VDEKLJ\nkYRK1Fj/tmGoVDJ2RUkavYq+f9xQOgyToNLraXNgNS3dpJxCfbJ3tKJT18qX1hFCVE0SKlFj7jau\nBHpITSolRWR6Unw5SekwTIaqqJAuJ7/DwV5mo9WXoF6tZe0+Ie6AJFSiVkZ0HKh0CHctF70VXnvP\nKB2GyVFlXqdH6m9YWmmVDqXJU2tUBIa1UToMIZokSahErQR4dKGlraztpYRJ520pzctTOgyTpLl8\nlpDS42g00rJSF138W0rtKSHukCRUolZUKhXDO/RXOoy7TlCxM9qYE0qHYdLMTx4k2P7uKXTaEIL7\ntG3U88lSss2DvI5lJKEStTagXW8stfJXbGNR6WFgbB7o5EPrdmwO/UyAZ7HSYTRJbh62tPFxrvXz\nsrOzWbFiBQ888AChoaH4+fkRHh7OrFmz2LhxIyUlJRWeo9fr2bJlC88//3x9hN7gpkyZgq+vL3v3\n7q3X4165cgVfX99KfwIDAxk6dCivvvoqly9frtfz1peSkhK++uor/vGPfxht37RpE76+vsydO1eh\nyJQhgw5ErVmbWdG/bS8iz0UpHcpd4f5sT0ouHFY6jCbDZe9aOvafxdkkSaxqo/dAn1o/59SpU0yb\nNo2MjAw8PT3p2bMnZmZmpKamcuDAAfbu3cuaNWv48ssvcXJyMjwvOjqaBQsWEBoqpVjKjRkzxvD/\ner2egoICEhIS2LBhAz/99BOrV6/G399fwQgr+v7773nnnXe4//77lQ7FJEhCJe7IaN/B7EzYR6le\niis2JEe9BW33n6dU6UCamFbRX5HfazpJKXdv8dPasHOwrPVSM6WlpTzzzDNkZGSwaNEipkyZYvR4\nSkoK8+bNIy4ujpdeeolPPvnE8JhO17Q+N959910KCgpo2bLhqse/9957lW7/5JNP+L//+z9eeeUV\nfvzxxwY7/51oaq9jQ5MuP3FH3G1cpdBnI5h02ZHSrGylw2hyVCVFdDq6HkdH6ZquiV79fdBoavd1\nEBcXx6VLlwgMDKyQTAF4eHiwbNkyNBoNUVFRJCcn11e4jc7T0xMfHx+sra0b/dwzZszA2dmZ06dP\nc+HChUY/v6g5SajEHRvfdSRqlbyFGopfiRMWvx9XOowmS519g4ArO7CyliVUqmNtY07PXq1r/bzr\n16/fdh9XV1emTp3KAw88YBhL9dJLLzFr1iwADh06hK+vr1FCVlpayqZNm5g+fTq9evWiW7duBAcH\n8+CDD/Ltt99WGABdPr4pIyODtWvXct9999G9e3fCwsKYM2cOCQkJRvv/8ccf+Pr68sYbb3Dp0iXm\nzZtH79698ff3Z8yYMXz11VcVWl4qG0Ol0+lYt24dDz74IGFhYQQEBDB8+HDefvttrl2rv0XLNRoN\nrq5ly37l/W2W753eqzNnzjBjxgz8/f3p06cPGzduNOzz66+/8sQTTxAeHo6fnx9BQUGMHz+eTz75\nhKKiIqNjvf766wBs3rwZX19fXnrppQrxnzx5ktmzZxMSEkKPHj0YP348mzdvrvRai4qK+OKLL7j/\n/vvp0aMHQUFBTJ48udqWuaNHj/Lcc8/Rt29f/Pz86NevHwsWLKjwut96/TV9r9SWdPmJO9bS1o0+\nrYPZn3hI6VCapeGHb1IiTep1okm+QLDdnxzQBlBSIveyMr37+2BmXvuvgs6dOwMQHx/P0qVLmTZt\nGg4ODhX2W7BggdHvgYGBJCcnc/DgQZydnenTpw8+PmXjt/R6Pc888wy7du3CxsaGwMBArKysuHjx\nIvHx8cTHx3Pp0iVefPHFCudZvHgxO3bswM/Pj/79+xMfH8+2bduIjo5my5YteHkZd2kmJCQwYcIE\nNBoNAQEB5OXlERsbyzvvvENSUhILFy6s9vpff/111q9fj4ODAwEBAZiZmXHs2DFWr15NZGQkW7Zs\nMRo3dqeys7NJTEzE1tbWcJ/qeq+effZZsrOz6d+/PydPnqRr164AvPXWW6xZswYLCwt69uyJra0t\nV69e5dixY5w4cYITJ06wbNkyAPr06UNhYSFHjx6lVatW9OjRg8DAQKPzHDt2jEmTJuHg4EBYWBjJ\nyckcP36cl156iRs3bjB9+nTDvrm5ucycOZP4+HgcHBwIDg4GICYmhhdeeIFDhw7x1ltvGR1/w4YN\nvP7665SWluLn50dwcDDnz59ny5YtbN++nX/9618MHFixdmJt3ys1JQmVqJMJXUcSfSlGps3Ws9G5\nnpSckYHo9cH8dBwhPV04kN0S5G1qxMrajJC+be/oue3bt2fSpEmsX7+ejz76iM8++4zAwECCg4MJ\nDg6mZ8+eWFlZVXjepEmTaNmyJQcPHsTHx8do7NCvv/7Krl276Ny5M19//TW2traGx77//nsWLlzI\nN998w9y5czEzM2553Lt3L6tWrSI8PByAgoICpkyZwrFjx/j222+ZP3++0f4HDx5k6NCh/POf/8TG\nxgaAbdu2MWfOHNatW8ezzz5r2P53ycnJbNiwgbZt2/L9998b9isqKmL27Nns37+f9evXM3v27Du4\ns/8dlH7mzBnee+89CgoKeO2114zuZ13uVW5uLj/99BNOTk7odDrUajXHjx9nzZo1eHh4sH79ejw8\nPAz7//7778yYMYPt27dz7do13N3dmT17Ng4ODhw9epTg4GD++c9/VriOy5cvM2HCBJYsWWKI4eOP\nP+b999/n888/N0qo3n77beLj4yu8JikpKYYZoz169CAiIgIomxCxePFitFoty5cvZ/DgwYZjrV+/\nnsWLFzNv3jy2bdtmdC1Q+/dKTUl/jagTLzsPensHKR1Gs9JCb4bv/kSlw2hWrOMiCfKQAep/13dQ\nB8wt7vzv6sWLFzN//nxsbGwoKSkhJiaGlStXMmPGDEJCQpg1axaHDtW8BbukpITBgwfzwgsvGCUI\nAOPHj8fS0pL8/Hxu3Ki4nmVERIThCxLAysqKBx54AICzZ89W2F+tVrNkyRKjpGnkyJG4urpSXFzM\nxYsXq4wzLS0NvV6Pi4sLLVq0MGw3Nzfn5ZdfZsmSJfTvX7t6fbeWTOjcuTOBgYFMmjSJmJgYnnzy\nSR5++GGj/etyr8aMGWNoPVOry9KA7Oxshg8fzty5cyskIH369KFt27YAXL16tcbXZGdnx+LFi40S\numnTpqHRaEhLSyMjIwOA1NRUfvjhBxwcHPjHP/5h9Jp4eHjwxhtvALBq1SrD9vKu2enTpxslU1CW\ntI8dO5b8/HzWrVtXIa7avldqSlqoRJ1F+N3LwSvx6GTGX7146KoLJRlHlA6j2XHc9y2dB8zg1BWZ\nMwlliyCH3tOuTsfQaDQ89thjTJkyhX379rF//35iYmI4f/48xcXF7N27l7179/LYY4/V6K/+UaNG\nMWrUKKNtRUVFnD9/nqNHjxoWZy8urlgSo0ePHhW2ubmVreqQn59f4bHWrVvj7Fyx7pabmxtpaWkU\nFBRUGWenTp1wdHQkNjaWyZMnM3LkSMLDw/Hx8aFDhw506NCh+gutxK1lE6Cs1SQpKYnTp0+zcuVK\nMjMzefXVVw0JUF3uVXl37a369OlDnz59jLYVFxdz6dIljh07Rm5ubpXHq4qfnx8WFsYTQ8zNzXFx\nceHatWtkZ2fj5ORETEyModvu78khlL22tra2nD9/nrS0NFxdXYmJiQHKkuDKjB49mi1btlSa0Nf2\nvVJTklCJOvO2a8mQ9uHsSKjfond3o46l9rSIPiE9Uw3Ec99X5PWeyWUpp8DAkZ3RajX1ciwrKyuG\nDRvGsGHDAEhPT2f//v2sXbuWI0eO8Mknn9CjR48KLQmVyc3N5bvvviMqKoqEhARSU1MNQwrKk4TK\nhhjY2dlV2KbRaGq1P4BWW/a1WF1JAEtLS5YvX87cuXMN45WgbDbgwIEDmThxYqVJS3WqKptw4sQJ\nZs6cybp162jVqlWFcUd3cq8qG+sGZQnZDz/8wK+//sq5c+dISUmhtLT0tseryu3ucfmxy1u99u/f\nj6+vb7XHTE5OxtXVldTUslURqhrv5O3tDWDY73ZxVfdeqSlJqES9mOg3mv2XYsgvrvqvOnF7Y47r\nKa2ksrSoH6rSEjoc/ob8bpNJT797kyoPLzv8g+5s4G25c+fOkZaWRs+ePTE3Nzd6zNnZmbFjxzJm\nzBjmzJlDZGQkP/74420TqoSEBB555BGuX7+Og4MDfn5+jBgxAl9fX0JDQ5k0aRLp6emVPrf8C7+m\narv/34WEhLBr1y727t1LVFQUBw8e5PLly6xdu5ZvvvmG119/nUmTJtXpHADdunVj1qxZvPvuu6xf\nv96QUNX3vbp+/ToPP/wwFy9exNraGn9/fwYMGEDHjh0JDg5m4cKFHD16tFaxl7em3U55EtO+fXu6\ndetW7b63drFWpzwh/vv4Maj7a18VSahEvbCztOX+LiNYe7Ty6bDi9oble1B6onYfWKL21LlZdL/4\nC4daDicv9+6spj5kdNc6f6k89dRTXLx4ka+//pqQkJBK91Gr1YwfP57IyEiysrJue8w333yT69ev\n88gjj7BgwQJDSwaUfenm5OTUKeb6ZmFhwdChQxk6dChQNgj7yy+/5Ouvv+bdd99l/PjxlX6h11Z5\nF+Kttbzq+14tXbqUixcvMmLECN59910sLS2NHs/Obrh6eOVlIXx9fatsqfs7Nzc3Ll++zJUrV+jS\npUuFx8uX63Fxcam/QG9DBqWLejOq00DcWtR+LTABlmjxj675YE9RN+prl+iZG4OZ2d33EejT2ZX2\nnVzrfJygoLLJKGvWrKl2v/JilB07djRsqyqZ+/PPPwF48sknjRIEKJuVV14HSelZxVu2bGHo0KGs\nWLHCaHurVq1YtGgRFhYW5OXl1VsCmJhYNknl1krt9X2vyo83a9asCslUYmKiIYZbu0Lrq6UnODgY\nlUpFbGysYazWra5evcqwYcN49NFHDbW4ypP47du3V3rMn3/+GaBRlze6+z5NRIMx05jxUHdZ0+lO\nTE5xoyTt9oUSRf0xO3eYEMtEGqj13ySp1SqGjqm+S6WmZs6ciZWVFZGRkbz88suVdi/t2LGD5cuX\nY2FhYVS8s/wL+++tVo6OjgD89ttvRttPnDhhVBfq5s2b9XINd8rHx4dLly6xevXqCsUgt2/fzs2b\nN/H29q6XOlTnz583LNszbtw4w/b6vldVHe/SpUs8++yzhsTs1uKeVb2OtdWqVSuGDh1KWloaCxcu\nNGoNy83NZcGCBSQmJmJjY2Po8nvkkUfQaDR8/vnnFWLesGEDW7duxdramvHjx9cpttqQLj9Rr/q0\n7knkuT38lXZO6VCajDaltjjsP4nMkWx8VvG7COobQdy1yusNNTe9+vvg5lFxFtWd8PHx4d///jfz\n589n06ZN/PDDD/j7++Pu7k5RURF//fUXKSkp2NjYsGzZMlq3/m819tatW6NWqzl9+jRTp07F19eX\nhQsXMn36dN555x0WLlzIxo0bcXNzIykpiePHj2NtbY2XlxdJSUmkp6ff0Uy6+uLv78+UKVNYs2YN\n9913H4GBgTg5ORliNTMzY/HixbU65vPPP2/0u06nIzU1lfj4eEpKSggMDDQakF7f92r69OnExcXx\n4Ycf8ttvv9G6dWvS0tI4cuQIarWatm3bcvHiRaPEuV27slmiu3fv5vHHHycwMJAnnniiVtddbsmS\nJVy8eJHIyEgOHjyIn58fZmZmxMXFkZOTQ/v27Q3lEwC6dOnCokWLePPNN5k9ezZ+fn60atWKhIQE\nzpw5g5WVFe+++y6tWrW6o3juhLRQiXo3K/ghtGrJ1Wvq/lNadLf81Scal0P0d3T1av4fhQ5O1vQf\n1vH2O9ZCeHg4kZGRzJkzh6CgIJKSkti9ezcxMTHY29vz2GOP8csvv1SoVu3u7s6bb76Jl5cXcXFx\n7N69G4CpU6eydOlSAgICSEhI4LfffiMzM5OJEyfyww8/MHHiRAD27dtXr9dxJxYuXMiSJUvw9/fn\n5MmT7Nq1i7S0NMaMGcP3339Pv379anW8rVu3Gv3s2LGDCxcuEBoaypIlSwwVzMvV970aMmQIX3zx\nBaGhoaSkpPDbb7+RnJzMyJEj2bhxI08//XSF4wUEBDB37lxcXFyIjo7m999/r9U138rJyYn169cz\nb948PD09+fPPP4mNjcXLy4s5c+awYcOGCi1+Dz30EOvWrWPYsGFcvXqVnTt3kpeXx6RJk9i8ebNh\n1mljUemV7owWzdKG4z/x3YmflQ7D5A0odCdg0zGlw7jr6dUaEsJnknhV2a6khjR5Zigdu7grHYYQ\nzVbz/7NMKGJ8lxF427W8/Y53MTPUBB+oWCNFND6VrpT2MWtxdbG8/c5NUNeAlpJMCdHAJKESDUKr\n0fJY8MOouItG/NbSpDQPipPrb1V6UTfqglz8zv2Ija357XduQiwstQwf56d0GEI0e5JQiQbT2dWH\noT73KB2GSfLUtcB1/ymlwxB/o75+lZ6Zv2NuXj8VxE3B4Hu7YGvXPFvehDAlklCJBvVQwDicrR2V\nDsPkRJy1QldgGpW6/8zJZs5Z4+Qupegm/7p8kSdOn2DO2b9Ye+0qN6tZiuPvUotu8sTpE+zPrLgw\na7mDWZlMP3Wc6yY2IF974Tgh2nOo1E2/dbVDFzeC+7RVOgwh7gqSUIkGZW1mxVOhUxus1H9T1LvI\nDVXcSaXDACChIJ9VyVeMthWUlvLepYukFBXxaEsvpnp4cb6ggA+uJNb4uF+lXKWomvkuuaUlfJOa\nXOXjSrM8GkWwc6bSYdSJtY05902quAisEKJhSEIlGpyfuy+jO91+UdS7gUavou8fVbfaNJZSvZ4d\nGdf530sXUP9tnNvv2ZlklZQwr1Ubetk5EGhrxxzvNpwvLOBwzu2Xn9ifeYOUoupny62/loLWxJNs\nuwOb6ebVdCdBj3kgABtbi9vvKISoF5JQiUYx2X8sbR28lQ5DcRE3PCm+nKR0GJzNz+OH66lMcHVn\nsKNxbZfkmzdxNzfHzfy/X8a2Wi0tzS04kVdxWYhbZZeUsD41hYfcPavc50ReLvG52YxzMf1ZZ+77\n1tDOs+kNUg/q1RpfPw+lwxDiriIJlWgUWo2WOX1mYqG9e/9idtFb4bXvjNJhAOBpYcm7Pp0Y5lRx\n4VB7rZbs0hJK9P8dM1Wq15NRXEx6SfWLCa+7lky3FjZ0b1F55fEinY7VKUlMcPXAQWv6xV9VOh3t\nDn2Nu2vTGdTt5NKCYffVz/IyQoiak4RKNBpPW3dmBE1SOgzFTDpvS+l/FvZUmp1Wi42m8oQm2Nae\nQp2OVclJpBcXkVlSzJqUq+TrSqsdmH40N4fjeTlMdq+6ZWTL9VTstWYMcGg6ExVUhfl0PbUZOzvT\nb6nSaNWM/58gzC1MP1kVormRhEo0qgHtetOvbZjSYTS6oGJntDEnlA6jRlpaWPC4ZytO5OXyQsIZ\n5p87jQ49PWxsMVdV/pFRqCtlTcpVItw8sNeaVbpPYmEBv91I5xEPzyY3SUF94xpB6XuxsDTtRGXk\n/X54tnJQOgwh7kqm/ekgmqXHgh/mSlYy529cUjqURqHSw8DYPEp0TWeAc09bOwJtbEktLsJarcFO\nq+WfiedxNqs8WdqUloqDmZZwe0dK9XrDQs96QPef2X5fJicx2NGZluYWlOr1lN8NHXp0ej1qE0+y\nNImnCPFz5ndNJ3SlpvdaBoa1JqhXG6XDEOKuJWv5CUVcz8/g5R3/JOtmjtKhNLjxWV60+jle6TCq\ntCXtGnsyb/Cvjp0BuF5cxOn8PPra/7dbTqfX89zZU9zr7MoI54rjrl44d7rK8VXOWjMWtG7Hi+er\nHj/W186BGZ5NY9JCTth9HEp3uv2OjciztQOPPtUHrbb5FCQVoqmRFiqhCBdrJ+b1ncUbe5ZRqitV\nOpwG46i3oO3+BJrSFd4oLmZVchJtLa3wsigbjP1Hdhb5ulL8bSofbP6cdxuKb/nbrFSv551L57nP\n2ZVgW3sczLS82sbH6DkJBfmsS03mWa/WeFs0nUHftn/8SPf+UziaZBrJi7WNOROnBksyJYTCZAyV\nUEwX145M7RGhdBgNatIlB0qzbl+7yZT4WFnT2sKSVclJHMvNISozg69SkrjH3tGQYBXrdCQU5JNR\nXNYq5W1pSTsrK8NPG8uy/VzMzPG2tESrUhs93s7KCnfzskHe3haWuJib/oDvW7ns/ZoOXsrHrFKr\nmDClJ3YOVkqHIsRdTxIqoagRHQcwqF0fpcNoEH4lTlgcaBoD0W+lVql42qs1dhoNK69eZuv1NIY7\nuTDF47+1pbJKSng78Tx7MzMUjFQ5Kr2e1gdW09JN2Za1UeP9adehYhesEKLxyRgqobiS0hL+se/f\nHLt2WulQ6tX82BaUnLmgdBiiAensXYjvOIHMzOorwzeE8MEdGDSqS6OfVwhROWmhEorTarQ825KQ\nLAAAGoRJREFU3/cJ2jm0UjqUejM611OSqbuAOus6Acm7sLRq3OGo/j29JJkSwsRIQiVMgpWZJS/3\nfxr3Fk2/+8JGb4bv/povJCyaNm3SOUJKjqHRNE7Zh7YdXGTRYyFMkCRUwmQ4WNqxsP8z2FlUPpOs\nqZh81YWSDOUXQBaNx/yvPwixu9bg53FracvER4PRaOSjWwhTI/8qhUlpaevGy/2exrKJrvnXsdSe\nFtFNbyC6qLsWMb/Qo2VRgx3fwcmah2aGYWlVeXFVIYSyJKESJsfHqQ3P930cM03T++IYc0yPvqRE\n6TCEQpz3raOTV/2Pp7J3tOKR2b2lPIIQJkwSKmGSunt04cXwJ5pUUjUsvyWlJ88pHYZQmHf0arw9\n6q+cgp2DJY/M7o2Dk3W9HVMIUf8koRImK8Cja5NJqizR4h+dpHQYwgSoSorodGQ9Tk5177a2tbPk\nkdl9cHRuUQ+RCSEakiRUwqQFeHRlQfhszE08qZqc4kZJ2nWlwxAmQpVzg4DLkVhb3/n71sbWgkee\n7I2TiyRTQjQFklAJk1fW/We6SVVbnS0O+08qHYYwMerkiwQX/olWW/uPWVs7S6bM7o2za9Oe8SrE\n3UQSKtEkdPfowkv3PGmSs//G/aVFV9Rws7tE02V2Jo6QFpehFiWqnF1bMO2Zvri62zZcYEKIeicJ\nlWgy/Nw78/rAedhb2ikdisGAQnf0R5rXkjmiflnH/UqQe0GN9vVsZc+jT/eVAehCNEGSUIkmpb1T\na94e/AItbdyUDgUz1AQfSFU6DNEEOO5fT2dvTbX7tOvowiOz+9DCxvRaYYUQtycJlWhy3GxceHPI\nC3RwaqtoHA+meVCc3PDVsUXz4LnvK1q3rLycQrcenjw0Mwxzi8ZdE1AIUX8koRJNkp2FDYsHziWo\npZ8i5/fUtcBl3ylFzi2aJlVpCR3+XIeLs3FSFdavPeMfDkJzB4PXhRCmQ/4FiybLQmvOi+GzGdFh\nQKOfO+KsFbrCwkY/r2jaVHnZ+F/4CRsbc9QaFaMf6M7wsd1QqRtnYWUhRMNR6fV6vdJBCFFXey4c\n4NPYdRTrGn7Zl95FboR+d7zBzyOaL3333ng/+ihtfVyUDkUIUU+kw140CwPa9cbbriX/F/0J6QU3\nGuw8Gr2Kvn9kUNxgZxDNXQuf9nR5dioWrpJMCdGcSAuVaFayCrN5//fP+CvtbIMcf1KGFx7b4xvk\n2KL5cx3Qnw5PPYHa3FzpUIQQ9UwSKtHslOpK+erwd2w/u6dej+uqt2LKj9cpzcur1+OK5k+l1dL2\n0UfwHHOv0qEIIRqIJFSi2Tp05TAfx3xNTlH9JEBPJbih/UPGTonasfL2otPc57Dp4KN0KEKIBiQJ\nlWjWMgoy+fCPLzl2rW7VzIOKnbnnu1Mg/1xETalUtBw1kjZT/weNhRTrFKK5k4RKNHt6vZ6tp3fy\n7bEfKbmDWYAqPcw7aEnJhUsNEJ1ojsydnOjw7FM4BvZQOhQhRCORhErcNS7cuMwHBz4nKSelVs8b\nn+VJq58PN1BUorlx7tsbn9mPY2YrixsLcTeRhErcVYpKith44md+Or2TUr3utvs76i2Y9nMmpdk5\njRCdaMo0LaxpP2sGbgMHKB2KEEIBklCJu9LFG1f4OPZrEjISq93viUR3LKKPNVJUoqmy7+5Px2ef\nwsLVVelQhBAKkYRK3LV0Oh3bzu7m2+NbuVlys8LjfiVODP7uDOhu35Il7k4Wri60nfYoLn17Kx2K\nEEJhklCJu15aXjqfxX1LfLJxSYT5sS0oOXNBoaiEKVOZmeF1/1i8I8bLDD4hBCAJlRAGsUlHWXP4\ne5JzUxmT60n7H2UguqjIKTSEdjMexdLDQ+lQhBAmRBIqIW5RUlrCtjO7afnvH7l55arS4QgTYunp\nSftZ03EMClQ6FCGECZKESohKFGfncGXjdyT/sh19Se1rV4nmQ2NlhfcDE/C8bzRqMzOlwxFCmChJ\nqISoRuG1ayR+vY7r+6KlSvpdRtPCmpb3jsJr7Bi0NjZKhyOEMHGSUAlRA3kXLnLl+01cjz4gs/6a\nOa2NDS3H3Ivn6HvR2rRQOhwhRBMhCZUQtVCYkkLSlh9J3bUbXVGR0uGIeqS1tcXzvtG0HD0KrbW1\n0uEIIZoYSaiEuANFmVkkb/2J5G2RlOblKR2OqAOtnR1eY8fQ8t6RaKyslA5HCNFESUIlRB2U5BeQ\nsj2S5K0/U5SRoXQ4ohasW7fCffgw3IcMQmNpqXQ4QogmThIqIeqBrriYtKi9pET+Su6Zs0qHI6qg\nNjfHuU8vPEYMx65LZ6XDEUI0I5JQCVHP8i9dJvW33aTuiaL4RqbS4QjAyssT9+HDcBs0ADNbW6XD\nEUI0Q5JQCdFA9KWl3Ig/TOrO38iIiZV6Vo1MpdXi3DsMj+HDsPf3UzocIUQzJwmVEI2gODuHtKi9\npO7aTd4FWR+woajMzHAI6I5z7zCcQkMxs5PWKCFE45CESohGln/5ChkxsdyIjSPn1Gn0paVKh9Sk\nqS0tcewZhHPvXjj2DEJrLTP1hBCNTxIqIRRUkpvHjT/juREXx424eEpycpQOqUnQ2triFBqCc+8w\nHHoEyJIwQgjFSUIlhInQ63TknD7Djdg4MmJiyU+8pHRIJkNjbY1dF1/sunbFrltXbDt1RKXRKB2W\nEEIYSEIlhIkqzs4h58wZcs+cJefMWXLPnqMkN1fpsBqFmYMDdl27lP1060KLtm1RqdVKhyWEEFWS\nhEqIJkKv11N4NZmcM2fIOV2WZOUnJjb52YNaW1usW3lj5e2FbaeO2HXtipWXp9JhCSFErUhCJUQT\npisqoiDpKgXJyRSmXKMwOZnC5BQKklMoSk8HE/rnbe7shJW3N9be3li18v5PEuWNuYO90qEJIUSd\nSUIlRDOlKyqi8FoqhcnJZQlWRgalefmU5OVRkptLSV4+pXm5Zb/n5YNOV+tzqLRatDY2aG1sMLOz\nRWtrg5mDI+ZOjpg7OmDu6Ii5kxOWni1lwWEhRLMmCZUQAr1eT2lBAaV5eZTevIlKpQa1GpVajUqt\nKvv/v21TaTSymLAQQvyHJFRCCCGEEHUk02aEEEIIIepIq3QAQojmadOmTbz88ssVtqtUKmxtbfH0\n9GTQoEHMmDEDGxubOp/P19cXgKNHj2JhYVHn492J4cOH4+Xlxeeff17l9Vdl9erVhIWFNWB0piEj\nI4Off/6ZHTt2kJSURFpaGpaWlrRs2ZKwsDAmTpxIx44dlQ7TyJUrVxg8eDAuLi5ER0crHY4wUZJQ\nCSEalLOzM3369DH8rtfryc7O5uTJk6xYsYJt27axYcMG7OzsFIyy7hITE7l48SKTJ0822v7366+K\ni4tLQ4VmMlavXs37779PQUEB5ubmdO/eHX9/fwoLCzlx4gSrV69mzZo1zJgxg+effx6VSqV0yELU\nmCRUQogG5ePjw3vvvVdh+82bN5k7dy67du3igw8+YNGiRQpEV3/27NkDwIABA4y2V3X9d5uPPvqI\npUuXotVqee6555g6dSotWrQw2mfnzp0sWrSIzz77DDc3N6ZOnapQtMbc3d355Zdf0GrlK1NUTcZQ\nCSEUYWFhwZw5cwDYvn27wtHUXVRUFG3atKFt27ZKh2Jy/vrrL5YtW4ZKpWLp0qU8+eSTFZIpgCFD\nhrBy5UpUKhUrVqygqKhIgWgrMjMzw8fHhzZt2igdijBhklAJIRTj4eEBQF5eXoXHsrOz+fDDD4mI\niCA4OBg/Pz969+7N448/zoEDB2p8juzsbJYuXcrIkSPx9/enZ8+eTJkyhZ9++qnCvps2bcLX15dV\nq1Zx/PhxnnjiCUJDQwkICCAiIoItW7ZUeo78/HxiYmLo379/jeOqzksvvYSvry/ffPNNhccSEhLw\n9fVl0KBBRtt9fX0ZPXo08fHxjB49Gj8/PwYPHszJkycN+0RHR/PYY48RFhaGn58fgwYN4o033iAl\nJaXCeQYNGkRgYCBFRUWsXLmSESNG4O/vT3h4OK+88kqlz6nKV199hU6nY9SoUQwbNqzafQMDA5k6\ndSpTpkwhPz+/wj05ePAg8+bNIyAggLCwMP79738b9snNzWXZsmWMGjWK7t27ExISwvTp09m7d6/R\nOXbs2IGvry/jxo2rNIaCggJ69uxJcHAwhYWFXLlyBV9fX/r27Vth32vXrvHWW28xZMgQ/Pz8CAsL\nY+bMmezbt89ovy+++AJfX1+eeuqpSs959epVunTpwvDhw6u9P8J0SUIlhFDMsWPHgLIv0Vulp6cT\nERHBBx98QHp6OiEhIYSHh2Nubs6ePXuYNm0au3fvvu3xr1y5wtixY/noo4/IyclhwIABdO/enfj4\neObPn8+CBQuorHJMTEwMDz74ICdPniQ4OJiOHTty7NgxFixYwFdffVVh/99//52ioqJ6S6juVEZG\nBo8//jg6nY5+/fqhVqvp0KEDAMuWLWP69Ons27cPHx8fBg0ahFqtZu3atYwdO5ajR49WOJ5er+ep\np55i+fLlODo60q9fP4qKivjuu++YPHkyuTVYW7KwsJAdO3YAcP/999foOl5++WWefvppHBwcKjz2\n+uuvExUVRXh4OC4uLnTq1AkoS2wiIiJYsWIF2dnZ9OnTh65du3Lo0CFmzZrFihUrDMcYOHAgLi4u\n/PXXX5w5c6bCOSIjI8nNzWXUqFFYWlpWGefx48cZM2YMa9asQa/XM2jQIDp06EB0dDQzZ85k2bJl\nhn3Hjh2LmZkZUVFR3Lhxo8KxNm/ejE6nY8KECTW6R8L0SIewEKJR6XQ6cnJyiI2N5Y033sDCwoK5\nc+ca7bNy5UoSExOZMGECb731Fur/LIxcUlLC4sWL+e6771izZg0DBw6s9lxz5szh6tWrjB8/niVL\nlmBubg7AhQsXmDFjBlu2bKFr164Vxurs3r2bhx56iJdfftnwnM8++4z/9//+H59++mmF/aOiorC2\ntiY0NLRO96au0tPTCQ8P59NPP0WtVqPT6VCr1ezZs4cVK1Zgb2/Pxx9/bEhgdTody5cvZ8WKFTz9\n9NNERkZidUux1oKCAk6cOMHGjRvp1q0bUJa0RUREkJSUxE8//cSDDz5YbUwJCQnk5eWhUqnqZRZj\ncnIyP/zwg6FrVfefCv8vvPACFy5cYPLkySxcuNDwup07d47p06ezbNkyAgMD6d27N2ZmZowdO5ZV\nq1axefNmFixYYHSOTZs2ARAREVFlHDdv3uTpp58mKyuLJ554gueee87wPj1y5AiPPfYYK1asoFu3\nbgwZMgQnJycGDx7M9u3b+eWXX3j44YcNx9Lr9WzevBmNRlNlq5kwfdJCJYRoUIcOHcLX19fw06VL\nF0JDQ3nyySdJT0/nww8/xN/f3+g59vb2hIeHM3/+fMOXFIBWq2XixIkAJCUlVXvemJgYjh07hpeX\nF2+88YbhCxagXbt2vPPOO0BZovR3Dg4ORskUwMMPP4xGoyEtLa1CC0NUVBS9evUy2r+q66/s58kn\nn6z2WmpjypQphntW/t/PP/8cgOeff96oNVCtVvPcc88RGhrKtWvX+PHHHyscb+bMmYZkCsDJyYnR\no0cDcPbs2dvGk5ycDJTd08ruT0JCAs8//3ylP+UtW7fq37+/0Tg1tVrN0aNH+eOPP2jfvj2LFi0y\nOk+HDh148cUXAVi1apVh+wMPPADA1q1bKS0tNWy/cuUKhw4domPHjnTv3r3K69q2bRvJyckEBQUx\nd+5co/dpQECA4Zy3vr/Kz7l582ajY8XExHD58mXuuece3NzcqjynMG3SQiWEaFCVlU3Iy8vj7Nmz\nXLlyhWeeeYZXX33VqKvjmWeeqXCcnJwczp49a+jqKy4urva8hw4dAsoGOpuZmVV4vFevXri6upKa\nmsqFCxdo166d4bFu3bpV+PK3srLC1taWzMxMCgoKcHR0BODUqVNcu3atyrExNSmb4OfnV+3jtdG5\nc2ej30tKSvjzzz9RqVRVjs+59957OXToEIcOHWLSpElGj/Xo0aPC/uVf+reOcapKebJS1aIc169f\nZ+vWrZU+1qZNmwpjrv5+fQAHDx4EICQkpNKZePfccw8AsbGxlJaWotFoaNeuHcHBwcTGxhIdHU2/\nfv2AsmRHr9fftuut/P01YsSISh8fOXIkr776KkePHqWgoAArKyv69OmDl5cXx44dIyEhAR8fH+C/\nLWLS3de0SUIlhGhQ1ZUN2Lx5MwsXLuSVV16hU6dORi1VSUlJrFu3jri4OC5cuEBmZiZAjWsTpaam\nAuDl5VXlPt7e3qSlpZGammqUUFVVE6v8y1p3y0LS5eUSqho/1dhlE+zt7Y1+z8zMpLi4GDs7uwqP\nlfP29gb+e8+qOx6ARqMBqk6SblU+8SArK4vi4uIKyW1YWBinT5822vbee+/x6aefVnq8yuK5evUq\nAOvXr2f9+vVVxlJQUEBWVhZOTk5AWYtRbGwsW7ZsoV+/foaut/Iuwerc7v1lbW2Nk5MTaWlppKen\n4+3tjVqtZvz48SxfvpwtW7Ywf/588vLyiIyMxMnJ6bZd2MK0SUIlhFDM/fffT2RkJLt372bjxo2G\nhOqXX37hxRdfpLi4GC8vL0JDQ2nfvj1dunTBxcXFaPxJXZS3nvy9Nao2BSX37NmDr6+vIXFoaLcm\nc5W5teuppqq6D/XBx8cHc3NzioqKOHz4MCEhIXU6XmXXV35P/Pz8jBLj2xkxYgRvvfUWu3btIjc3\nlxMnTpCUlMTQoUMNSVddlMd1632NiIjgww8/5Mcff2TevHlERkaSn5/PxIkTK21JFU2HJFRCCEV1\n6NCB3bt3G1oZ8vPzee211ygtLWXp0qWMGjXKaP8///yzRsct75a6cuVKlftcvnwZuPMq5ZmZmRw5\ncoSZM2fe0fOrUp7Q3Tq2p1xWVlatjlU+diknJ4esrKxKW3jK75Gzs/MdRFs9GxsbhgwZwi+//MKm\nTZvqnFBVpvy17tWrFy+88EKNn2dpacno0aP55ptv2LNnj+G9VZOut9u9v3Jzc8nIyECtVhslZx4e\nHoSHh7N3714OHz5MZGRkjc8pTJsMShdCKCoxMREAT09PoGygc05ODh06dKiQTAGGmkK3a6kp/+Le\ntWtXpeOtDhw4wI0bN/D09DR0edXWvn370Ol09V4uobzoZVpaWoXHappQltNqtfTo0QO9Xm/48v67\nn3/+GaDBZik+9thjmJubs2nTJnbu3FntvsXFxZWWMqhO+Wu9f//+SpPQw4cPM2zYMJ555pkK3ZTl\nA8V37NjBrl27cHNzM4ynqsk5qypKu23bNvR6PUFBQRXGdZWfc8uWLfz+++90797dUP5BNF2SUAkh\nFLNz507DF+x9990HYBjsnZiYSEJCgtH+W7duNcyaunnzZrXHDg0NpVu3biQlJfHaa68ZVd2+ePEi\nr7zyClA2e+9O14zbs2cP9vb2Fepo1VX5Qs8//PADGRkZhu3Hjx83mqlWU9OmTQPKxiYdPnzYsF2n\n07Fs2TLi4uJwdXVtsKKSXbp0YeHChQA8++yzLF261Oi6ymOJiooiIiKCqKgogBp3u4WFhdGtWzdO\nnTrF22+/bfTeSE1N5ZVXXiExMRFPT88Kr3W3bt3o2rUrv/76KykpKYwbN84wRqw6I0eOxN3dnfj4\neP71r38ZJfhHjhwxjJv7n//5nwrPLa+DtWHDBoqKiqR1qpmQLj8hRIMqnxZ/q5KSEs6fP28YjDxt\n2jSCg4MBaN26NUOGDGHnzp2MGzeO0NBQrKysOHXqFJcvX6ZVq1akpqaSnZ1d6SDnWy1dupSpU6ey\nadMm9u3bR1BQELm5uRw6dIji4mJGjx7N9OnT7+i6SktL2b9/P+Hh4dV+AVd2/ZUJCQkxzLAbNWoU\nK1euJCkpiREjRhASEkJWVhZxcXEMHjy4VpXioazq+eOPP87HH3/M5MmTCQoKwsXFhZMnT3Lp0iUc\nHBxYtmwZtra2tTpubUyePBk3NzcWLVrERx99xGeffUbXrl3x8PAgPz+fU6dOcf36daDsPbBgwQKG\nDBlS4+MvXbqURx99lLVr1xIZGUm3bt0oLS0lNjaWwsJCgoODDUsd/V1ERARvvPEGUPOuN0tLS5Yv\nX86sWbNYuXIlW7duxc/Pj/T0dOLi4tDpdMyaNYuRI0dWeO6tdbDKux1F0ycJlRCiQaWnp1eYFm9h\nYYGLiwvDhw9nwoQJFbrM3n//fb744gu2bt1KbGwsKpWKVq1a8fTTTzNt2jSeffZZoqOjOXDgQLXd\nM23atGHz5s189tln7Ny5k927d2NtbW1IXqqa8l4Thw8fJjMz87bdQ5Vdf2W0Wq0hoWrRogXffPMN\nH3zwAVFRUURFReHt7c3zzz/Po48+ekcFMufNm0fPnj1ZvXo1x44d4+jRo3h6ejJt2jSmTZuGu7t7\nrY9ZW4MHDyYsLIwdO3awfft2Ll68yJkzZ9BoNIautsGDBxuquNdGmzZt2LRpE1988QU7d+7k4MGD\nWFlZ0bFjR8aNG8cDDzyAhYVFpc/t2bOn4b+1WYsxICCALVu28Mknn7B371527dqFvb09AwYM4JFH\nHqF3795VPrdnz56sWrWKYcOGYWNjU6trFaZJpa/JvFchhBCimVq6dCkfffQR7777bqWVyi9evMjw\n4cPx8PAwdEfW1fz58/npp5/4+uuvG2Sgvmh8MoZKCCHEXaewsBCA+Ph41q5di7Ozc6XdcwDnz58H\n6j4LsvycO3fuZPv27fj6+koy1YxIl58QQoi7zmuvvcb27dsNA9jfeuutCl2CO3bs4NNPP+XcuXMA\nt614fzszZ87k6NGjhnP+fQ1B0bRJC5UQQoi7jp+fHyqVCjc3NxYsWGAoZXCrK1eucOHCBdRqNePG\njatyeaGa8vf3R6/X06pVK/73f/+Xvn371ul4wrTIGCohhBBCiDqSFiohhBBCiDqShEoIIYQQoo4k\noRJCCCGEqCNJqIQQQggh6kgSKiGEEEKIOpKESgghhBCijiShEkIIIYSoI0mohBBCCCHqSBIqIYQQ\nQog6koRKCCGEEKKOJKESQgghhKgjSaiEEEIIIepIEiohhBBCiDqShEoIIYQQoo4koRJCCCGEqCNJ\nqIQQQggh6uj/Aza4LutLz3fuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x204af9eaba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attacker_king = battles_df.attacker_king.value_counts()\n",
    "attacker_king.name='' # turn off annoying y-axis-label\n",
    "attacker_king.plot.pie(figsize=(6, 6),autopct='%.2f')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Who Defended the most?\n",
    "Rob Stark and Baratheon boys are again on the top of the pack. Looks like they have been on either sides of the war lot many times."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x204af4a2fd0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LUeJ9BJEjKiDlpEgiAMDBMxkwGLkiD5ElDNlE1CIEQcDepBixy2gSo2BCovY0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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204b00756d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "defender_king = battles_df.defender_king.value_counts()\n",
    "defender_king.name='' # turn off annoying y-axis-label\n",
    "defender_king.plot.pie(figsize=(6, 6),autopct='%.2f')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Battle Style Distribution\n",
    "Plenty of battles all across, yet the men of Westeros and Essos are men of honor. \n",
    "This is visible in the distribution which shows **pitched battle** as the most common style of battle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204afabdc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y='battle_type',data=battles_df)\n",
    "plt.title('Battle Type Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attack or Defend?\n",
    "Defending your place in Westeros isn't easy, this is clearly visible from the fact that 32 out of 37 battles were won by attackers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204afb90dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y='attacker_outcome',data=battles_df)\n",
    "plt.title('Attack Win/Loss Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Winners\n",
    "Who remembers losers? (except if you love the Starks)\n",
    "The following plot helps us understand who won how many battles and how, by attacking or defending."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "attack_winners = battles_df[battles_df.attacker_outcome=='win']['attacker_king'].value_counts().reset_index()\n",
    "attack_winners.rename(columns={'index':'king','attacker_king':'wins'},inplace=True)\n",
    "attack_winners.loc[:,'win_type'] = 'attack'\n",
    "\n",
    "defend_winners = battles_df[battles_df.attacker_outcome=='loss']['defender_king'].value_counts().reset_index()\n",
    "defend_winners.rename(columns={'index':'king','defender_king':'wins'},inplace=True)\n",
    "defend_winners.loc[:,'win_type'] = 'defend'                                                                     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VK1ZIHGfBggXIzs5Gv379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\ndYteAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x204afa07b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"king\", y=\"wins\", hue=\"win_type\", data=pd.concat([attack_winners,defend_winners]))\n",
    "plt.title('Kings and Their Wins')\n",
    "plt.ylabel('wins')\n",
    "plt.xlabel('king')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Battle Commanders\n",
    "A battle requires as much brains as muscle power. \n",
    "The following is a distribution of the number of commanders involved on attacking and defending sides."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "battles_df['attack_commander_count'] = battles_df.dropna(subset=['attacker_commander']).apply(lambda row: len(row['attacker_commander'].split()),axis=1)\n",
    "battles_df['defend_commander_count'] = battles_df.dropna(subset=['defender_commander']).apply(lambda row: len(row['defender_commander'].split()),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x204aefbb5c0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204afb3c400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "battles_df[['attack_commander_count',\n",
    "            'defend_commander_count']].plot(kind='box')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How many houses fought in a battle?\n",
    "Were the battles evenly balanced? The plots tell the whole story.\n",
    "\n",
    "<img src=\"https://c1.staticflickr.com/4/3893/14834104277_54d309b4ca_b.jpg\" style=\"height: 200px;\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "battles_df['attacker_house_count'] = (4 - battles_df[['attacker_1', \n",
    "                                                'attacker_2', \n",
    "                                                'attacker_3', \n",
    "                                                'attacker_4']].isnull().sum(axis = 1))\n",
    "\n",
    "battles_df['defender_house_count'] = (4 - battles_df[['defender_1',\n",
    "                                                'defender_2', \n",
    "                                                'defender_3', \n",
    "                                                'defender_4']].isnull().sum(axis = 1))\n",
    "\n",
    "battles_df['total_involved_count'] = battles_df.apply(lambda row: row['attacker_house_count']+row['defender_house_count'],\n",
    "                                                      axis=1)\n",
    "battles_df['bubble_text'] = battles_df.apply(lambda row: '{} had {} house(s) attacking {} house(s) '.format(row['name'],\n",
    "                                                                                                            row['attacker_house_count'],\n",
    "                                                                                                            row['defender_house_count']),\n",
    "                                             axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Unbalanced Battles\n",
    "Most battles so far have seen more houses forming alliances while attacking. \n",
    "There are only a few friends when you are under attack!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x204aef80a58>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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ynjx5ApZlcfLk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\nGIa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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204afbd3668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "house_balance = battles_df[battles_df.attacker_house_count != battles_df.defender_house_count][['name',\n",
    "                                                                                'attacker_house_count',\n",
    "                                                                                'defender_house_count']].set_index('name')\n",
    "house_balance.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Battles and The size of Armies\n",
    "Attackers don't take any chances, they come in huge numbers, keep your eyes open"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x204b0508908>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x204b050c470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "army_size_df = battles_df.dropna(subset=['total_involved_count',\n",
    "                          'attacker_size',\n",
    "                          'defender_size',\n",
    "                         'bubble_text'])\n",
    "army_size_df.plot(kind='scatter', x='defender_size',y='attacker_size',\n",
    "                  s=army_size_df['total_involved_count']*150)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Archenemies?\n",
    "The Stark-Baratheon friendship has taken a complete U-turn with a total of 19 battles and counting. Indeed there is no one to be trusted in this land."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "temp_df = battles_df.dropna(subset = [\"attacker_king\", \n",
    "                                      \"defender_king\"])[[\n",
    "                                                    \"attacker_king\", \n",
    "                                                    \"defender_king\"\n",
    "                                                        ]]\n",
    "\n",
    "archenemy_df = pd.DataFrame(list(Counter([tuple(set(king_pair)) \n",
    "                                          for king_pair in temp_df.values \n",
    "                                          if len(set(king_pair))>1]).items()),\n",
    "                              columns=['king_pair','battle_count'])\n",
    "\n",
    "archenemy_df['versus_text'] = archenemy_df.apply(lambda row:\n",
    "                                                 '{} Vs {}'.format(\n",
    "                                                     row['king_pair'][0], \n",
    "                                                     row['king_pair'][1]),\n",
    "                                                 axis=1)\n",
    "archenemy_df.sort_values('battle_count',\n",
    "                         inplace=True,\n",
    "                         ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vvfYazs7OtGnTBnNzc7Ky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\nZMgQPDw8sLGxYffu3Wzfvp0rV66g0+lIT08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79myioqKU+3tlbiEGq9zcXI4ePcqlS5cw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2Jubk7btm0xMjIiIyODlJQUqqqq6NGjBxqNhq1btzJ79mysra2ZNm0af/rTnwgJCVEyZC9d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\nuLq6cuzYMQoLC9m+fTtFRUWYm5vj7OyMl5cXGzZswNjYmEGDBgE3d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6++orKykldffRV7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\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PTVyKiIjchO5vRURE5N+lcE9ERES+F9c/eTxr1izmzJmDyWRixIgRREdHU1VVRW5uLvn5\n+RiNRrp16wZ8U+nXoUMHUlJSSE9Px2w2s379elq1akXPnj018SHiIo7QrmfPnmRnZ1NSUsJPf/pT\njEZjvdD9/1rBJyIiIiIiIiL/OoV7IiIi8r1wTPIvXbqUV155hbS0NGbMmMHo0aMZMGAAAwcOJDc3\nl8OHD+Pj40OvXr3w8PCoFxLY7XYCAgLo0KEDH330EVVVVQwbNgyTyaSAT8QFHOelyWSirq6OpUuX\n4uPjQ9euXRuck98W8FVXV5OcnKyAT0REREREROR7oG/XIiIi8r3atGkTbm5u/OIXvyAqKsq5/cMP\nP6SkpITk5GQmT57M1atXKS4uBuqvp1dTU0NYWBg9evQgPz+fEydOKNgTcSGDwYDRaGTo0KEEBgay\nYsUKLly4AFyr2L2e0WjEZrMBMHLkSGbMmAHA22+/7TzfRUREREREROT/xuzqAxAREZEfrxvXwjt/\n/jzbt28nIiKCHj16OLfPmzePefPmkZaWRlZWFu7u7jzyyCOkpaURHx9fb59ubm4AXL58GU9PT1X6\niLiA1Wp1rp/pEBgYyNSpU3n88cfJzs7m/vvvv2nw7gj4jEYjd999N9XV1Zw/f57ExMTGOnwRERER\nERGRJk2zZSIiIvJvsVqtzon9kydPAlBbW4vNZuPs2bPObdcHe0899RTR0dGUl5dTXl7O5s2buXTp\nUoP9Pvzww+Tn5xMQEICXl1fjDkxEnMHem2++ydq1a4FrYX5iYiLp6em89dZblJWV3fLz11fw3Xvv\nvUycOBHAuU1ERERERERE/n0K90REROT/m2MNLoDZs2czbdo0AAICAkhMTOTChQvs37+fuXPn1gv2\nYmNjAYiOjsbHxweLxYLZXL+RgMlkIjExkdjYWBYuXIivr2/jDk5EAMjJyWHWrFmUlJQA19pz+vr6\nMmLECCorK52h360Cu5tV3aoSV0REREREROT/Tt+uRURE5DvV1NQA1ybxbTabs2JvwYIFLFy4kLKy\nMkpLSwFITEykqqqKX/3qV8yfP5+MjAx+/etfO4M9gLy8PC5cuEBiYiIeHh7OdbscPydPnsz7779P\np06dGnOYInIdX19f2rRpw6JFi9i3b59z+/Dhw7nrrrt4//33OXnyZL0qPRERERERERH54SncExER\nkW+Vk5PDr371K65cuYLRaHRW3ly8eJEjR44QFRXFe++95wzvxowZQ3p6OhcvXqRly5YMGzaMrl27\nOve3fft23nrrLVq2bEnfvn0BnGGhwWBwBnwtW7ZszGGKyA2io6MZPnw4586dY+PGjcA3Qf/YsWMx\nGo28/PLL1NbWqiJPREREREREpBGZpk+fPt3VByEiIiK3p/z8fCZOnMipU6fo0qUL7du3B+DZZ59l\n9uzZfPXVV/Tv35+RI0cC19bcs1gsDBo0iLy8PA4dOsSuXbs4deoUhw8f5ssvv2TmzJkcOnSIadOm\nMWLEiAa/0xH0iUjjsNvtDc47R4VucHAwq1at4tChQ4waNQo3NzcA/Pz82LdvH5s2bSI+Pp7Q0NB6\nVb0iIiIiIiIi8sPRI7YiIiJyU5WVlbzwwgtcvXqVqVOn0q9fP+dr5eXlHDhwgEuXLlFRUcHXX3+N\n3W7HYrFQV1eHm5sb7777LqNHj8ZqtfLOO+/wP//zP8ybNw8PDw+ef/55xo4dC9x6vS4R+eFZrVZn\nIHflyhXndkclXtu2bYmPj6esrIwlS5Y4P+Pm5saUKVMwmUzO7areExEREREREWkcqtwTERGRm6qu\nrubvf/87Hh4eTJs2jRYtWrB48WI8PDyYOHEiu3bt4quvvqKyspLExETCwsKw2WyYTCbq6uqwWCxk\nZGSQkZFBt27dSElJ4Wc/+xkPPPAAaWlpwLVgT4GAiOs4zr8FCxaQnZ2Np6cnoaGhztfNZjMdO3Zk\n2bJl2O12hg0bhtFopLa2Fi8vL0wmE++++y5BQUF07tzZVcMQERERERERaVYU7omIiEg9ZWVlHD9+\nHD8/P5YuXcrhw4epqqpi3bp1zJs3j4CAAHr27Mnw4cMpKSlhz549bNy4kT59+hAQEOAMIeTSXAAA\nIABJREFU+Bw/fX19iYmJIT4+nrCwMFq3bg1cawWoYE/E9VavXs1zzz3H7t27+eSTTzh9+jSXL18m\nKioKgFatWlFaWsratWuJiYmhU6dOmEwmADw8PMjOziYzM5Po6GhXDkNERERERESk2VC4JyIiIk65\nubn84he/4PLlywwdOpTOnTuzZs0atm3bxq5du0hPT+ehhx7C19cXgOHDh1NaWkppaSmrVq2ib9++\n+Pv7/0sVeVqbS+T2EBISQv/+/QkJCWHv3r0UFBTw+eefU1hYiIeHB0FBQXTs2JGPPvoIs9lMeno6\ncK3qz9/fn0GDBpGcnOziUYiIiIiIiIg0H3pcXkRERAAoLS3l8ccfp66ujpSUFAC6d+9OYmKi8z3u\n7u6Eh4cDUFNTA1xr59e/f3/OnDnDuHHj2Lt3L0ajUWvpidyG7HZ7g21ubm507dqVn//857zzzju8\n8sorREZGsmXLFp588knGjh3L5cuXSUtLY+3atRw5cgSTyYTVagUgLCwM0PqZIiIiIiIiIo1FlXsi\nIiICwLJly1i3bh1jx45l/PjxACxdupTs7Gzat29PVVUVu3fv5vjx46SkpNCiRQtqa2sxmUwMGzbM\nWcG3cuVK+vXrh7+/P1arVa03RW4T15+PZ86c4ciRI5w+fZqLFy9yxx13AODv709UVBSDBw8mPj4e\nm81GXl4ey5Ytc7brrKqqol+/flgsFuCbKlxV44qIiIiIiIg0DrOrD0BERERuD2fPngWgqKiIuro6\nZsyYwT/+8Q+eeuopRo0axaFDh3jkkUf4+OOPAXjmmWecAZ/FYmHBggU89thjrF27lvvvv5/333+f\nmJgYVw5JRP6XYw1MgD//+c8sXbqUsrIy5+v/8R//wYABA8jMzATA19eXQYMGMWjQINavX09RURHv\nv/8+JpOJ4uJivv76a/z8/LDb7Qr1RERERERERBqZKvdEREQEuLbu1s6dOykqKiI7O5sNGzaQnp7O\nvffeS9u2bWnTpg3x8fGsW7eOoqIiKisr6d27N+7u7vUq+IqLiykvLyc2Npa4uDhXD0uk2bPb7c6K\nvVmzZjFnzhxMJhMjRowgOjqaqqoqcnNzyc/Px2g00q1bN+CbSr8OHTqQkpJCeno6ZrOZ9evX06pV\nK3r27KlgT0RERERERMQFDPabLbwhIiIizYrNZsNoNFJaWsrEiRM5c+YM/v7+vPrqq6SkpDjDO6PR\nSF5eHr/85S+5cOECo0aNalDBB7B27Vr69+/v4lGJyPWWLl3KtGnTSEtLY+rUqURFRQFw8uRJHnvs\nMfbs2cPQoUP57W9/i4+PD4CzMs/x8/Dhw4wcOZLOnTvz9ttv4+7uroBPREREREREpJFpERwRERFx\nVvX89a9/5fTp03h7e1NZWcnf//53Tpw4gcViwWazYbfb6dWrF3PnzsXHx4ePP/6Y559/nqqqKiwW\nC7W1tQDOYM9qtbpsTCJS36ZNm3Bzc+MXv/iFM9gD+PDDDykpKSE5OZnJkydz9epViouLgfrr6dXU\n1BAWFkaPHj3Iz8/nxIkTCvZEREREREREXEDhnoiIiDh5eHjQs2dPpk6dSlxcHF988QW///3vqaio\nwGw2Y7VabxrwTZ8+nStXrjgr9xwca3yJSOO6sTnH+fPn2b59OxEREfTo0cO5fd68ecydO5e0tDSy\nsrJwd3dnwoQJLF++vME+3dzcALh8+TKenp7OhwJEREREREREpHHpG7mIiEgzdbPO3M8++yyzZ89m\n1KhRTJkyhdjYWNasWcPvfvc7Tpw40SDgmz9/Pp6ennzyyScUFha6YBQiciOr1eqsqDt58iQAtbW1\n2Gw2zp4969w2b9485s2bR1paGk899RTR0dGUl5dTXl7O5s2buXTpUoP9Pvzww+Tn5xMQEICXl1fj\nDkxEREREREREADBNnz59uqsPQkRERBqXY409h7Nnz3Lp0iVatmzpXEPL39+fiIgI9u7dS15eHkeO\nHCExMREfHx9neBAcHEx8fDzdu3dn6NChLhyRiMC10N5xbs+ePZu//vWvjBw5kpYtW7Jjxw727NlD\n7969Wbp0KfPnz3cGe7GxsQB4enry0Ucf0bp1a+655x7MZrNz30ajkcOHD3P58mXmzJlDUFCQS8Yo\nIiIiIiIi0twZ7Dd7bF9ERESaLKvV6myX+fHHH7Nx40ZycnKw2+106dKF1NRURo0aha+vL9XV1RQV\nFTFjxgxKS0vp378/zzzzDO3ataOurg6j0VgvJLwxNBSRH1ZNTQ1ubm7YbDbgm/UzFyxYwJw5c7jj\njjt4++23iY2N5S9/+Qsvvvgi3t7eXLx4kYyMDCZNmkTXrl2d+1uxYgVPPPEEDzzwAP/93/+N3W7H\nYDA4f8K1tpwtW7Zs/MGKiIiIiIiICKDKPRERkWbFZrM5g72ZM2fy6quvcuzYMUJCQrDZbOzfv58N\nGzZQUlJCamoqPj4+BAQE1KvgO3HiBAkJCfj4+AA4J/xv/LOI/LBycnKYMWMG/fv3x83NzXn+Xbx4\nkezsbGw2GwsXLiQmJgaA2NhYSktL2bt3Ly1btmTixIn07dvXub/t27czZ84crly5wsSJE+nQoYNz\nn9cHfI6190RERERERETENVS5JyIi0gy98847vPLKK/Tt25dJkyYRHx9PRUUFRUVFvP3225SUlNCz\nZ0/+8Ic/EBAQQE1NDYWFhcycOZOdO3eSkpLC/PnzVb0j4iL5+fmMHz8eNzc3Zs6cSb9+/YBr62Zu\n27aNS5cuMXToUH7zm98A19bcs1gs1NTUMG7cOPLz82nXrh1DhgwhNDSUM2fOsHjxYk6fPs0zzzzD\n2LFjXTk8EREREREREfkWqtwTERFp4q5vpwdQUVHBiy++iKenJy+88AJdunTBbrfj7e1NZGQkKSkp\n7Nixg8LCQi5dukRycjItWrSgbdu2dOjQgfz8fIYNG0ZycrILRyXSfFVWVpKVlcWJEyd49tlnGTJk\niPO1N954g927d2O32/Hz86NPnz64ublhMpmoq6vDYrEwYsQITp06xcGDB9m0aRNffvkleXl5+Pr6\nMmXKFO677z7gWqWvqnFFREREREREbj+q3BMREWmC9uzZw8WLF+nZsydQP+ArKCjg/vvv55FHHiEr\nKwur1YrRaKw3ib9jxw6efPJJTCYTb7zxBh06dACgrq6OM2fOEBgY2GC/ItI4zp49y5gxY7h69Sr/\n/Oc/8fX1ZfHixfTo0YOIiAj+67/+i/Xr1+Pt7c1rr71G7969neth1tXVYTabsVqtHDx4kF27dvH1\n11/TsWNHgoODnee61s8UERERERERuX3pG7uIiEgTs2vXLkaOHMncuXPZvn07cG29LKvVCsDp06cB\nqKmpAcBkMjUI6KKioujevTuHDx9m27Ztzu1ms1nBnoiLlJWVUVxcjMViwc3NjZMnTzJv3jymT5/O\n9OnTWbVqFQCvv/46mZmZXLx4kaeffpo9e/ZgNBqx2WyYzWbn2pvh4eHcfffdPPDAA6SlpTmDPbvd\nrmBPRERERERE5Damb+0iIiJNTEVFBWFhYRQWFvLWW285wzmTyQRA27ZtAThw4AAXLlzgxiJ+q9VK\nixYtSEhIAL4JAW+kYE+k8eTm5jJu3DgWL16Ml5cXv/vd72jdujWLFi1i8eLFpKenc9dddznfv3Dh\nQvr378/Zs2d55JFH2Lt3rzPg+67gTue2iIiIiIiIyO1N4Z6IiEgTc+edd5KVlUVkZCTr16/n7bff\nrld9FxgYSNeuXdm8eTNffPFFvYl8q9XqDAErKysBiIyMbNwBiEg9paWlPP7449TV1ZGSkgJA9+7d\nSUxMdL7H3d2d8PBw4JtAfsGCBfTv358zZ84wbty4egGfiIiIiIiIiPx4maZPnz7d1QchIiIi3w+b\nzYbBYKBTp074+flx8OBBtm3bxrlz5wgMDCQ4OJhWrVphtVr58ssvWbduHWFhYURHRwM4K3oKCgqY\nO3cubdq04b777sPHx8eVwxJp1pYtW8a6desYO3Ys48ePB2Dp0qVkZ2fTvn17qqqq2L17N8ePHycl\nJYUWLVpQW1uLyWRi2LBhlJaWUlpaysqVK+nXrx/+/v7OtTZFRERERERE5MdH4Z6IiEgTYjAYnGvh\n3Szg8/f3JyQkhK5duwKQl5fHqlWrqK6upqamBnd3d7788kvmzJnD/v37eeqpp0hNTXXxqESatzVr\n1lBQUIDBYGDkyJG89NJLzJ8/n8cee4zf/OY3ZGZm8sUXX1BUVMTp06fp3bs37u7uNw34PvvsM/r1\n60ebNm1cPSwRERERERER+Tcp3BMREWlivi3gO3/+PH5+foSGhtKrVy/c3d3ZsWMHubm5fPbZZ/zt\nb3/j888/5+uvvyYrK4sxY8YAOPcnIo0vJCSEnTt3UlRURHZ2Nhs2bCA9PZ17772Xtm3b0qZNG+Lj\n41m3bh1FRUVUVlbeNOArLi6mvLyc2NhY4uLiXD0sEREREREREfk3KdwTERFpgr4t4Ltw4YIz4EtK\nSiI2Nta5rl5oaCgjR47k0UcfZfjw4cC1Vp9q3yfiGjabjdatWxMbG8uaNWuoqKggICCAKVOmEB8f\nT21tLQaDgdDQULp168batWtvGfCNGDGC2NhY57ktIiIiIiIiIj9OCvdERESaqG8L+KqqqggJCSEw\nMJD27duTlJTE0KFDGTFiBCkpKYSGhgIK9kRczVEx+8c//pH8/Hx8fHw4e/YsVVVVJCQk4OPjg9Vq\nxWAwEBIS8p0BX8eOHQG05p6IiIiIiIjIj5jCPRERkSbsZgHfgQMHyMvLo0WLFvTp08f5XrPZjMlk\navB5EXG9zZs34+HhwYQJE6ioqCAnJ4ejR4+SlJSEt7f3LQO+iooK0tLS8PDwqLc/BXsiIiIiIiIi\nP14K90RERJq4GwM+Hx8fcnNz2bp1K2lpaQQFBSnEE7mN3GyNy/T0dDIyMkhMTKR9+/bs3buXvLw8\nDh8+TGJiYoMKvu7du/P555+za9cuevXqRVhYmItGIyIiIiIiIiLfN4V7IiIizYDBYHC24YuMjOTc\nuXMUFhYSHR1Nt27dbhomiEjju7EV7tmzZ7l06RItW7bE3d0dg8GAv78/ERERzoDvyJEjDQK+4OBg\n4uPj6d69O0OHDnXhiERERERERETk+2Z29QGIiIjID+PGkMBkMlFbW4vFYsHb2xuAtm3bAmq/KXI7\nsFqtzta4H3/8MRs3biQnJwe73U6XLl1ITU1l1KhR+Pr6kpCQwNSpU5kxYwZr164F4JlnnqFdu3bU\n1dVhNBpJTU0lNTUV0PqZIiIiIiIiIk2JKvdERESaKEdg9+GHH1JcXEyXLl0wmUwUFhaycOFCjEYj\nDz74IAEBAS4+UhGx2WzOYG/mzJm8+uqrHDt2jJCQEGw2G/v372fDhg2UlJSQmpqKj48PAQEB9Sr4\nTpw4QUJCAj4+PkD90F4BvoiIiIiIiEjTYbDb7XZXH4SIiIj8MMrLy5k6dSplZWUMGTKEoKAgVqxY\nwdGjR5k+fTr33Xefqw9RRK7zzjvv8Morr9C3b18mTZpEfHw8FRUVFBUV8fbbb1NSUkLPnj35wx/+\nQEBAADU1NRQWFjJz5kx27txJSkoK8+fPp2XLlq4eioiIiIiIiIj8QFS5JyIi0oS1bNkSq9VKbm4u\nu3fvpqCgALPZTFZWFmPGjAHQensiLnLjuVdRUcGLL76Ip6cnL7zwAl26dMFut+Pt7U1kZCQpKSns\n2LGDwsJCLl26RHJyMi1atKBt27Z06NCB/Px8hg0bRnJysgtHJSIiIiIiIiI/NFXuiYiINAOHDx8m\nPz+f1q1b065dO2JiYgCtwyXS2Pbs2cPFixfp2bMnUD/gKygo4P777+eRRx4hKysLq9WK0WisFwDu\n2LGDJ598EpPJxBtvvEGHDh0AqKur48yZMwQGBjbYr4iIiIiIiIg0LWZXH4CIiIj88MLCwggLC6u3\nzW63K9gTaUS7du3innvuoWfPnkyePJkePXpgMBiwWq2YTCZOnz4NQE1NDYBzDb7rRUVF0b17dz77\n7DO2bdvmDPfMZrOCPREREREREZFmQjN6IiIizZQm/0UaV0VFBWFhYRQWFvLWW2+xbds24JsQr23b\ntgAcOHCACxcucGODDavVSosWLUhISAC+CQFvpHNbREREREREpGlT5Z6IiIiISCO48847MRgMzJ8/\nn/Xr1zu3O1p0BgYG0rVrVzZv3swXX3zBvffe63yPo7oPoLKyEoDIyMjGO3gRERERERERuW0o3BMR\nERER+YE51rccMGAAdrudBQsWNAj4AgMDGTVqFDt37uTZZ5/Fw8ODn/zkJ8A31X0FBQV8+umndOrU\nyVnpJyIiIiIiIiLNi2n69OnTXX0QIiIiIiJNmcFgcK6F16lTJ/z8/Dh48CDbtm3j3Llz+Pv7ExIS\nQteuXQHIy8tj1apVVFdXU1NTg7u7O19++SVz5sxh//79PPXUU6Smprp4VCIiIiIiIiLiCgb7jYt5\niIiIiIjID8IR8AGsXr2aBQsWUFpaSkZGBj/72c+cgd2bb77JwoULuXLlCgBms5m6ujo8PDx48skn\neeihhxrsT0RERERERESaB7XlFBERERFpJNdX8N15550ADVp0pqam8uijjxITE8Pu3bvJycnBaDSS\nmJhIYmKiMwB0tPoUERERERERkeZFlXsiIiIiIo3sVhV8d911F48++qizPSdATU0NBoMBi8Xi3KZg\nT0RERERERKT5UuWeiIiIiEgju1kF3/z581m1ahXt2rWjS5cuzve6ubk1+LyCPREREREREZHmS7MC\nIiIiIiIu4Aj4AO68804mTpxI69atee+99ygsLMRgMGg9PRERERERERFpQOGeiIiIiIiLGAwGrFYr\nAEOGDGHUqFEA7Nq1CwB10BcRERERERGRGyncExERERFpRDabrd7fTSYTtbW1AHh7ewPQtm1bAFXu\niYiIiIiIiEgDCvdERERERBqRY728Dz/8kMWLFwNgsVgoLCzk008/xc/Pj9DQUFceooiIiIiIiIjc\nxsyuPgARERERkeamvLycRYsWUVZWxrZt2wgKCmLFihUcPXqU6dOn07lzZ1cfooiIiIiIiIjcpgx2\nLeQhIiIiItKorl69yj/+8Q9mzZpFdXU1AL6+vvzyl79kzJgxwLX19tSWU0RERERERERupHBPRERE\nRMRFDh8+TH5+Pq1bt6Zdu3bExMQA19blc7TvFBERERERERG5nsI9EREREZHbiCr2REREREREROTb\n6HFgEREREZHbiII9EREREREREfk2CvdEREREREREREREREREfiQU7omIiIiIiIiIiIiIiIj8SCjc\nExEREREREREREREREfmRULgnIiIiIiIiIiIiIiIi8iOhcE9ERERERERERERERETkR0LhnoiIiIiI\niIiIiIiIiMiPhMI9EREREZH/1969x1Rd/3EcfyIeo1Axy1CXN0wwQZGbKGIyhqkozLsZYYop5GbD\nHM5MWyLZLMUcjTQvUxspRHgNdRiokAojRq4LKaBpaoI5vKd4Or8/3Dl55IAaoOPX6/Hn9/P+fj/v\nA3++9nl/RBrRpUuX6NOnD25ubsyePfuR7Dlv3jzc3NzYvHnzI9mvKUhKSsLNzY1ly5Y97lZERERE\nRETqReGeiIiIiIhII9q5cyc3b97EwcGBrKwsLly48LhbEhERERERkSZM4Z6IiIiIiEgjSk9P54kn\nnmDq1KlUV1fz1VdfPe6W/pMiIiLIzMwkKirqcbciIiIiIiJSLwr3REREREREGslPP/3EL7/8gp+f\nH2PHjgUgLS0No9H4mDv772nbti3du3enbdu2j7sVERERERGRelG4JyIiIiIi0kjS09MBCAoKolOn\nTvj4+HD27Fn2799fo9Z8J9w333zD4sWL8fLywsfHh/fee89Sc+3aNVatWkVYWBheXl4EBgYSFRXF\n4cOHa+1h9+7dTJw4kb59++Ln58e0adMoKiqyWXvhwgWWLFlCSEgIHh4e+Pv7M3PmTH744Yda+92z\nZw+HDh1i8uTJ+Pj44OXlRWRkJAcOHLC5x9WrV1m5ciWhoaH06dMHPz8/oqKiOHjwYI3ajIwM3Nzc\n2LBhA8XFxUybNg1vb2/8/PyIiYnh5MmTABw6dIjIyEjL3+Stt97izJkzNvu1dedefn4+MTEx+Pv7\n4+HhwZAhQ/joo4+4dOlSjdpbt26xevVqxowZg6+vL15eXoSFhfHJJ59w+fJlm79ZRERERESkISnc\nExERERERaQQ3b95k165dGAwGRowYAcDo0aMB+PLLL2t9LykpibS0NPz9/enSpQsuLi4AVFZWMmHC\nBFasWMGFCxcYOHAgLi4uHD58mClTppCWllbjW1988QWxsbFcu3aNwMBAnJycyMvLIzIyskZgd+zY\nMUaNGsXGjRsxmUwMHjyYbt26kZ2dzaRJk9i6davNfnft2kVUVBTnzp1jwIABPP/88xQUFBAdHc2+\nffusas+fP8+4ceNITk7m8uXLBAQE0KtXLwoKCpg+fTrJyck298jLyyMiIoLff/+dgIAAHB0dycnJ\nITIykpSUFKKioqiqqmLgwIEA7N27l0mTJnH9+vVa/85m69atY/LkyRw8eJCuXbsSHByM0Whk3bp1\njB07lrNnz1pqTSYTM2fOJDExkcrKSnx9ffH396eiooLPPvuMiIgIbt26dd89RURERERE6qP5425A\nRERERETk/9HevXu5fPkyQ4cOtYyCDA0NZcmSJXz33XecOnWKzp0713jvxIkTpKSk4OvrC8Dff/8N\nQHx8PKWlpQwdOpSlS5fy5JNPAlBYWMjUqVOJj48nJCTEauxkWVkZCQkJjB8/HoDq6mpmzZpFTk4O\nGzduJDExEYDbt28za9YsKisriY2NJTo6mmbNmlm+P2PGDBYuXEifPn3o3r27Vb9ZWVnMnj2bGTNm\nWN6Jj48nJSWFNWvWEBISYqmNi4vjxIkTTJo0ifnz59OiRQsASktLiYqKYuXKlXh5eTFgwACrPXJz\nc5kyZQrz5s3Dzs6Oq1evEh4ezpkzZ4iPj2fBggVERkYCcOXKFcaMGcOpU6f49ttvCQsLq/V/VFBQ\nwMcff8yzzz7LqlWr6N27NwBGo5Fly5axfv164uLiSElJAaCoqIjc3Fz69evH+vXrMRgMwJ3TiBER\nEZSUlLBnzx7Cw8Nr3VNERERERKS+dHJPRERERESkEZhHcprv2gNwdHRkxIgRmEwmNm/ebPM9Dw8P\nS7AH0KxZMyoqKsjKyqJ169Z8+OGHlmAPwNfXlwkTJuDq6sqxY8esvjVo0CBLsAdgMBh4/fXXAfj1\n118tz7Oysjh58iQDBgzgzTfftIR05u9HR0dTXV3Npk2bavTr6upKTEyM1TvmoO3ufo4ePUp+fj4u\nLi4sWLDAEuwBvPDCC8ydOxe4c5LuXq1atWLOnDnY2dkB0LJlSwYPHgyAu7u7ZT9zrXnNPLazNmvX\nrsVkMjF37lxLsAdgb29PXFwc3bt3p7Cw0HLK8fz58wC0b9/eEuyZ+1m0aBEJCQl4eHjUuaeIiIiI\niEh9KdwTERERERFpYKdPn6agoID27dszaNAgqzVz2JaRkWFzhGPPnj1rPMvPz8dkMtG/f38cHR1r\nrC9cuJCMjAz69+9v9dzHx6dGbceOHQGs7ocz39l374k5M/NvyM/Pr7HWt2/fGs+ee+45AG7cuGF5\nduTIEQD8/Pxo3rzmEBnzHoWFhRiNRqu1F1980SoMBHj66acta/dq3bo1cGc0am2MRiMFBQWA7d/d\nrFkzAgICgH9+t4+PDwaDgR07dvDGG2+Qmppquduvb9++jB8/3jJGVUREREREpLFoLKeIiIiIiEgD\nS09Px2QycevWLctJubvZ2dlRVVVFZmYmo0aNslpzcnKqUV9RUQFAhw4dHqoPc8h1N3t7e+CfcZ8A\n586dAyAxMdEyqtOWP/7444H2MId3JpPJ8sx8d11qaiqpqam17nHjxg0uXbpkNV60TZs2NerMp/jM\nIZ+ttbpUVVVZwsd7A9h7mf8+zs7OLFu2jAULFpCbm0tubi4AXbt2JSQkhFdeeYVOnTrdd28RERER\nEZH6ULgnIiIiIiLSgIxGI1u3bgXg4sWLltNhtmzevLlGuHf3eMu7vwkPFlrd71u2mIO+fv364ezs\nXGudrf0ftCfzHh4eHnTr1u2B3jGzddKvvsz9GAwGhg0bVmft3acphw0bRmBgINnZ2Rw8eJD8/HxO\nnjzJ2rVr2bhxI59++ilBQUEN3q+IiIiIiIiZwj0REREREZEGlJeXx/nz53F1dWXnzp02ayorKwkK\nCqK4uJiff/6ZXr161fnNdu3aAbZPzgGUlZVRXFxM7969cXV1feiezWM0hw8fzquvvvrQ7z/MHv37\n9ycuLq5R9ngYbdq0wWAwcPv2bRYvXmx1j+H9tGzZkvDwcMLDwwE4fvw4ycnJZGZmsnTpUoV7IiIi\nIiLSqHTnnoiIiIiISANKT08HICwsrNaadu3aERgYCNw5vXc/3t7ewJ1762zdI7dlyxbmz59f5ynB\nuvj5+QFw4MABm+u7d+9m+PDhLFq06F99/+498vLyatypB1BcXMzLL7/MrFmzrMZ5NhaDwYCXlxcm\nk6nW3x0bG8u4cePIzs4G4PPPPycoKIht27ZZ1fXo0YP58+cD/4zwFBERERERaSwK90RERERERBrI\nxYsXycnJwc7OjpEjR9ZZO3r0aAB27drFlStX6qzt0qULL730ElVVVbz//vtUV1db1oqKikhNTeWp\np55iyJAh/6rv0NBQnJ2d2b9/P6tXr7YK38rKyliyZAnl5eUPPU7zbv7+/ri7u1NSUsIHH3xgFVJW\nVFTw7rvv8ttvv9GxY8eHHj/6b02dOhWAhIQEjh49arW2adMmdu/ezbFjx/D09ASgc+fOnDt3juTk\nZMs9iGbbt28HoHfv3o+gcxERERER+S/TWE4REREREZEGsm3bNqqrq/Hx8aFjx44NNKo0AAACbUlE\nQVR11gYHB9OmTRuqqqpqnASzJSEhgddee42MjAwOHTqEp6cnf/75J0VFRZhMJhITE+u8L68uDg4O\nJCUlMX36dBITE9myZQs9e/bk2rVrfP/999y+fZvhw4cTERHxr75vtmLFCqZMmUJKSgp79+7F3d0d\no9FIYWEhf/31F76+vsTGxtZrj4cRHBxMdHQ0q1evZuLEibi7u9OhQwdKS0spLy+nefPmLF++nGee\neQaAoUOHEhISwr59+xgyZAje3t60atWK8vJyjh8/jqOjI++8884j619ERERERP6bdHJPRERERESk\ngZhHct7v1B5AixYtGDFiBPBgozmdnZ1JT08nOjoaBwcHcnJyKCkpISAggA0bNhAaGlqv3j09Pdm+\nfTsRERHY29uTl5dHaWkpnp6eLF26lOXLl2Nvb1+vPbp06UJGRgbR0dE4OTlx5MgRfvzxR3r06MHC\nhQtZv379Q9191xDefvtt1qxZw6BBgzh9+jQ5OTlUV1czcuRIvv76a6vTkHZ2dqxYsYI5c+bg4uJC\ncXEx2dnZXL9+nYkTJ7Jjx4773p8oIiIiIiJSX3amR3GZgYiIiIiIiIiIiIiIiIjUm07uiYiIiIiI\niIiIiIiIiDQRCvdEREREREREREREREREmgiFeyIiIiIiIiIiIiIiIiJNhMI9ERERERERERERERER\nkSZC4Z6IiIiIiIiIiIiIiIhIE6FwT0RERERERERERERERKSJULgnIiIiIiIiIiIiIiIi0kQo3BMR\nERERERERERERERFpIhTuiYiIiIiIiIiIiIiIiDQRCvdEREREREREREREREREmoj/AdNoNlMzoHhQ\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x204b05899b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "archenemy_df[['versus_text',\n",
    "              'battle_count']].set_index('versus_text',inplace=True)\n",
    "sns.barplot(data=archenemy_df,x='versus_text',y='battle_count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('Archenemies')\n",
    "plt.ylabel('Number of Battles')\n",
    "plt.title('Archenemies')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Note: A lot more exploration is possible with the remaining attributes and their different combinations. This is just tip of the iceberg"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
